{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from PyEMD import CEEMDAN\n",
    "import math\n",
    "import time\n",
    "import tensorflow as tf\n",
    "import numpy\n",
    "from tensorflow import keras\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "from keras.layers import LSTM\n",
    "from sklearn import metrics\n",
    "import dataframe_image as dfi\n",
    "\n",
    "import Setting\n",
    "from myfunctions import proposed_method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "url_univdorm= 'https://raw.githubusercontent.com/irenekarijadi/RF-LSTM-CEEMDAN/main/Dataset/data%20of%20UnivDorm_Prince.csv'\n",
    "univdorm= pd.read_csv(url_univdorm)\n",
    "data_univdorm= univdorm[(univdorm['timestamp'] > '2015-03-01') & (univdorm['timestamp'] < '2015-06-01')]\n",
    "dfs_univdorm=data_univdorm['energy']\n",
    "datas_univdorm=pd.DataFrame(dfs_univdorm)\n",
    "\n",
    "url_univlab= 'https://raw.githubusercontent.com/irenekarijadi/RF-LSTM-CEEMDAN/main/Dataset/data%20of%20UnivLab_Christy.csv'\n",
    "univlab= pd.read_csv(url_univlab)\n",
    "data_univlab= univlab[(univlab['timestamp'] > '2015-03-01') & (univlab['timestamp'] < '2015-06-01')]\n",
    "dfs_univlab=data_univlab['energy']\n",
    "datas_univlab=pd.DataFrame(dfs_univlab)\n",
    "\n",
    "url_univclass= 'https://raw.githubusercontent.com/irenekarijadi/RF-LSTM-CEEMDAN/main/Dataset/data%20of%20UnivClass_Abby.csv'\n",
    "univclass= pd.read_csv(url_univclass)\n",
    "data_univclass= univclass[(univclass['timestamp'] > '2015-03-01') & (univclass['timestamp'] < '2015-06-01')]\n",
    "dfs_univclass=data_univclass['energy']\n",
    "datas_univclass=pd.DataFrame(dfs_univclass)\n",
    "\n",
    "url_office= 'https://raw.githubusercontent.com/irenekarijadi/RF-LSTM-CEEMDAN/main/Dataset/data%20of%20Office_Abigail.csv'\n",
    "office= pd.read_csv(url_office)\n",
    "data_office= office[(office['timestamp'] > '2015-03-01') & (office['timestamp'] < '2015-06-01')]\n",
    "dfs_office=data_office['energy']\n",
    "datas_office=pd.DataFrame(dfs_office)\n",
    "\n",
    "url_primclass= 'https://raw.githubusercontent.com/irenekarijadi/RF-LSTM-CEEMDAN/main/Dataset/data%20of%20PrimClass_Jaden.csv'\n",
    "primclass= pd.read_csv(url_primclass)\n",
    "data_primclass= primclass[(primclass['timestamp'] > '2015-03-01') & (primclass['timestamp'] < '2015-06-01')]\n",
    "dfs_primclass=data_primclass['energy']\n",
    "datas_primclass=pd.DataFrame(dfs_primclass)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "hours=Setting.n_hours\n",
    "data_partition=Setting.data_partition\n",
    "max_features=Setting.max_features\n",
    "epoch=Setting.epoch\n",
    "batch_size=Setting.batch_size\n",
    "neuron=Setting.neuron\n",
    "lr=Setting.lr\n",
    "optimizer=Setting.optimizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#proposed method\n",
    "proposed_method_univdorm=proposed_method(dfs_univdorm,hours,data_partition,max_features,epoch,batch_size,neuron,lr,optimizer)\n",
    "proposed_method_univlab=proposed_method(dfs_univlab,hours,data_partition,max_features,epoch,batch_size,neuron,lr,optimizer)\n",
    "proposed_method_univclass=proposed_method(dfs_univclass,hours,data_partition,max_features,epoch,batch_size,neuron,lr,optimizer)\n",
    "proposed_method_office=proposed_method(dfs_office,hours,data_partition,max_features,epoch,batch_size,neuron,lr,optimizer)\n",
    "proposed_method_primclass=proposed_method(dfs_primclass,hours,data_partition,max_features,epoch,batch_size,neuron,lr,optimizer)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'kW')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.plot(proposed_method_univdorm[4],label=\"actual\")\n",
    "plt.plot(proposed_method_univdorm[3],label=\"predictions\",linestyle='dashed')\n",
    "plt.title('University Dormitory Building') \n",
    "    \n",
    "plt.legend()\n",
    "plt.xlabel('Time') \n",
    "plt.ylabel('kW')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'kW')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(proposed_method_univlab[4],label=\"actual\")\n",
    "plt.plot(proposed_method_univlab[3],label=\"predictions\",linestyle='dashed')\n",
    "plt.title('University Laboratory Building') \n",
    "    \n",
    "plt.legend()\n",
    "plt.xlabel('Time') \n",
    "plt.ylabel('kW')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'kW')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(proposed_method_univclass[4],label=\"actual\")\n",
    "plt.plot(proposed_method_univclass[3],label=\"predictions\",linestyle='dashed')\n",
    "plt.title('University Classroom Building') \n",
    "    \n",
    "plt.legend()\n",
    "plt.xlabel('Time') \n",
    "plt.ylabel('kW')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'kW')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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n66235tJLL213/HnnnYfjOEyYMIETTzyRxx57rJ2n35Hly5enG8iceuqp3HDDDWv/ofj4rEOshZ9ytf4vxomlACTQcbqiOmy7ht5Ax0Dr1emcvizzWrBo0SIOP/zw9MJob2VD+Kx9fLLR/O5NFH9yffr3B6zDOPoPj9C/JFTQOI++/jFvf/o5nzvj+Tr4a74u2Zf9f/9kd093neLLMvv4+PRK7Hh7/eQwBl3xZ+v0/nzubAnAycYfGVsyjP27Y4IbIH6oZy0YOXJkr/f2fXw2dOxEc/rnFhlkieyP3YUgf0XDjxyifAHAbDmcGtGv2+a4obFRG/6NIUy1seN/xj4bOjLRgiHdDJ6H7UN4yD6sSzH+rda8ynW6Kx92pPIZW8en5Tlj42WjNfyhUIiamhrfMPUgUkpqamoIhQqLlfr4rEvmb3cFeybuBOAE9UOALoV6hGNiJqPfF2n/Yd/o2902xw2NjTbGP3ToUJYtW0ZVVdX6nkqvJhQKMXTo0PU9DR+frLSICKup4NDE9VypPcU/9Ltw5D4Fj6PYBobUAbBRELLwIrCNhY3W8Ou6zqhRo9b3NHx8fNYz/eb8m6OV5bzk7ImNyjBR1aU8fsUxMJIm0UZFkV1s4bgRsNGGenx8fHwAhiz4N0epnwIQJUgIo0uLu4pjtjH8Cgq+x+/j4+OzQSKsKC30BSBGkAhxEl0I8j/f7zdMrVnO+EGlhJp04r3Y4/cNv4+Pz0aNakaJMRiAmAwSVgxiXQj1rBQD0QeW8eZFe/K7f/6F6pjD49081w0F3/D7+Phs1Gh2jBbpZp7NkKMIOQm27ILHv03Thwy3BbAn9foAauLxvOdsrPiG38fHZ72SSsnuqHTrFd2OEsU1/M/a+/GsvR+vd8HwH9bwLI2iFPgtO7d8QH08AezZpTlt6PiLuz4+PuuVe6fMZ9QVb3RJQx/gj1u8xu3Wse22OV0Iz2vSwFLcdM69m17jkPibXZrPxkBPtl58RAixRgjxQ4ftFwghZgshfhRC3NxTr+/j47NuMKy1WwS95e2fAGhJdM3w1xkqgaDbdetE9QO+DZ4N8XrP55u2g5SSoBPHVNwnB0eoKPTexd2e9PgfAw5uu0EIsS/wM2BbKeVWwN978PV9fHx6mCk/rWHzP77J98vq13qsuNkFwx+r45jV/2DX0EIAghiUixawvUkqSynZ7Ko3+csrPxKQcUzVbcLiCBWlFxdw9Zjhl1J+BNR22Pwb4EYpZSJ5zJqeen0fH5+eZ8pPbuX8V4vq1nqsWFcMf7SWg1teZpzumhIbV7PHcbyNlUr3f3zqYgIygRpIds4TvTuPf13H+DcH9hRCfCGE+FAIsWO2A4UQ5wghpgkhpvmyDD4+Gyaq4i7IOl0ple1wXpc8fsNV5lRCJYBbeOUObHk63bRbwzkHJ25kxqgzAZD07lDPus7q0YAKYBdgR+A5IcRomUFpTUr5IPAguI1Y1uksfXx8PJEy/HYXxRJXN7WmTHbN8EcBCISL3XkkDb9jezP8bSt8l8lKivu59QBPDb6CH5fX82rhM9ooWNce/zLgRenyJeAAvVf02senl6MkUzC71OoQWNXQavhjRhc8bMNtwqKHXY9/oTOQ/9h7YineFGWtpOEPE+c89b+MthYAkNBKaaCk8PlsJKxrw/8ysC+AEGJzIABUr+M5+Pj4dBNJh7/LoZ76WOsibFdi/I4Zw5GCYMQ10tPkOH5n/gYz1NfT+VYy1FNBE5fp/2ZobDYAE5s+4DjzvwXPZ2OhJ9M5nwGmAlsIIZYJIc4EHgFGJ1M8nwVOyxTm8fHx2ThIhXqsrhh+M4azahbDxGomidldMvwtow9mdOJJEn3GtdvudTq2I9lN+YFPQxcBUFxSCsCEpk84xlrPefwNy2DqvdC4otuH7rEYv5TypCy7Tu2p1/Tx8Vm3pGLkXcrlX/gxkz84nn0CgoVyEF8bJxQ8RFPcAgQlYbfw6kDlK/6h/4MZdf8F9sh7vuVIzlRbDXxpaRmQSudcz4u7a2bB21fA0B2hdHC3Du1X7vr4+HSZuOkax6jRhYXZ+e9jKUFusU5krLICpWl5wUOYM1/nBu2f9Am5Tx4SQVBYSI95/JYtudFq9VH1kLtIjFBR13c6ZyyZIhsu7/ahfcPv4+PTZeJJmYWo4S2Lph1NK6gLDOJztgagrOabgocQK7/lJO0DyovcxdxC0zktx2GJ7N+6QXcrgDeIyl1FhfLhEK7o/qG7fUQfH59NhkTS42/pisdvmySkRm3xFsRkgH513xY8hBlrokUGqSh2DX8wEABAehTrsS2TM9S3WOAM5GbtXBg00d0hlPVv+Lc+Fi6eAUXeFqoLwTf8Pj4+XSbt8Se64PHbBobUKC0OM5NR9G2aXfAQVryZKEHKIwF+uvZgfn/wlu4Ox1uox05EuVx/lqfsyfwvciho7o3jjSEXc5hyX8HzAXh+2lIOuv2jLp27rvBlmX18fLpMwkyFerrg8e9+EU9Vf0tZWOdq5QL2HzaASwocQiZaiMoQgyM6uqogS4fyuHUAo4KVns53TLeOYIKykHHGE2BMgkARUg2QQC9wNi6XvvA94C58p7KeusQHN0DdIjjmga6PkQXf4/fp9cxd3bTWCpI+mVmrxd1RezHF3obycIDawGBWKgMKHiJmC+qVMnTVNWVWxRj+bJ1Bc9FwT+enDP9R6mccH38Bkpk84xo+5iLniYLn05a2chBdYsU3sGbm2o2RBd/w+/RqVjfGOeD2j/jzKz+u76n0ShJrs7i7/Gv6RhdQGtbZQ8xg2+rXCx7isf6XcUHklvTvCqBh4Xhc3JVWhy5bycXd4S0zOJG3C55PW9bW8Ceaa5ndoPHD8oa1GicTvuH36dU0JitDv1xYs55n0jsJJ6oZJlYTS3iLqbfjlQs5x3yK0pDGgc5HHFz9aMFD1EVN+hQFWudT9R3zQr+k36qPPZ1vG4n2GxRX3ROhoK2lLPPaPmXaLbXMb9Zo7sr6SR58w+/Tq0l18/PLw3uGXzY/zMfBSxhpzCn4XGkliEuVoqCGVAKoHhdk23L8mrv4udUqrSBUd9lSeJRlbi4ZzaT4fWwbf5A/jX6udW7dkM5p2mv3rVMS9TTIYgaUetMdKmjsbh/Rx2cDQviWv0cZZbkNUCrsjq038uPYBga6a/i1AJos3PDvkPiSzez56d9FymP3msePQjVlNFBMIjKwdYdQUYWEtVCUWVDV3HWv33GoDo9mgRxE/5Jgl+eQDd/w+/RqUjkVXVWP9MlNH+lWlwaI5zmyM9IyMKVGcVBFqF0z/EEZR+pF6d+VZM9cx2Mev16/kN9qzzGYakK6mt7uKCqWVNKLvV3h5Ie+4PIXv+/SuVIIHhp9J8+oR1IU7P7kS9/w+/RqUmJdvtnvGSpoBCAgjcJPthKYuKEeoQXRKMzwSykJyTgi0Gr4UQvz+EONC7lQe5lKUU9AbTWHnw89k/HWU60xf4907Cnw5oxVBZ2f4uwnpvHYZ4vo3wNhHvANv08vJyUi5nv8PUCbZidBmchxYGYW7nUbT9oHUBTQ+HLQKRwm7i3o/JaESZFIIIKthl9EKrjPOoLGolHeBrHceRvo7XLuFSE8K3y2pSHW/ubVpXaSwMg5j/Jm4A9E1J5JQ/YNv0+vJm34/TT+bseRcJl5NuBq5BSqyb+qcndmy+EUBTW04goWGuUFnd/Q3MJipz8UtdHaifTjJuskakvHZT+xDal0zgR663oQMKrhc25U7wMzVtic2hj+s9TXGSq61lZ8a3UJZaKFeTWF31C94Bt+n16N3cUGIT75MaTgOXtftnT+zZP2AQVr8kcW/o9RYiVFQZXRiZ84lxdIxJo9n99oquxt3MGacb9Ib1NwKKMZYXk02JYbonI9/tbNfWMLOV79CGkWtnaRMvz9aOCP+lM8pt9c0PkphoXiVMsy9trcWwVyofiG36dXk+oF64d6uh/LiLOzmMUQzY3zF/QZOzY7fHYeRyhTKQ5qDIvN5rf6C0Sb6j0PkarRKA23Siuo0Wq+C53DyGXeumcJO+nxSz3dRtLd4cb2pce00BRmMotHxw2DlYpoQeenCMgEQg9z588ndun8fPiG36dXYydjPL7d737spjX8O/g33nHO5pfq24U9XdkpT1tzQz0BN2UxGvUeWjGr5vOkfh0DG75LbxPpxV1vsb2fhh7L+PgjVFOa0fB7bdqenlPyM0h9ErWya317dWmg6GEigZ6RU+vJ1ouPCCHWJNssdtz3OyGEFEL4jdZ9ehTLTl2IvuXvbiyzNf48QSwsLNSTNPwmGsVBjUDQzV6Jxrx7yGbjGvZQf6RYtN4sVM31/oX0mMcvFWKEkCjtDX8ym8cp0ONPORqr6Mvo+JMcbNyU7utbCDPULZkX2abg87zSkx7/Y8DBHTcKIYYBBwJLevC1fXyAtqGe9TyRXojTxvCHhFHY4m4ytm4JnaCmEAiGAYjHvHv8iagbYgoXlbZuVJIeskeDPXD1h1ytPQHIdjF+Ww3SICOe6wFSWG2qdZ2kea2PFV6fcF/gNN6tPK3g87zSY4ZfSvkRkKmc73bgMvzUap91QCr84Id6uh+rjc5NCKNLHr+iudk0gaAb6oknCgj1xN2F4Egbw68kQz3Co85OZd03nKq+Awgq21TIzh10BNsmHkKWFNbrNvV921nMYlHoZG7Q/kldS+E1DqbtoKtrIemch3Ua4xdC/AxYLqX8zsOx5wghpgkhplVVVa2D2fn0RloNv2/5uxvbajX8YRKFLe5G+nLvyLuYHtgJAGfs/mwTf5CV4bHeXz9p+LVwaxxd0YLcYp7AitKJnsZQ7AQJAtx4zASO32FY6/akzS00KSAV468Q7tPIZPWbtHR1ITwd/Q1HVD1Y8HleWWeGXwgRAa4ErvZyvJTyQSnlJCnlpMrKnklp8un92B0W23y6j1jJSM4yfseM0A5UU1bY4q4eYoa2NbGQm4NfFCmikWJaDO9jtMgAcxkOwTaGX9W5xz6KlaXbehpD2AYGGsftMBSlTQHXoIbvuFe/A5pWeJ4PtMb4I7g3RQmYXSgi6Ucdeg+2flyXHv8YYBTwnRBiETAU+FoIMTDnWT4+a0O8gUWhkznBeWN9z6TXkdBKedfZgbsG38zF5vmFGf5oLRNq/8cwrR6AkvgqLteeRq2Z53mIb4v25LTgHVDcWsClKDCYanTDm4a96/HrnTplFSXWcKj6JTLe6Hk+0Brjj4h4p22ekZIgBo7a/eJsKdaZ4ZdSzpBS9pdSjpRSjgSWAdtLKbsmZuHj4wEt7oqIHSXfX88z6YW0rGE/5Wv6KG4mTkGGv24h59XeyJZiMQARo5ZztdcINC70PETCcgho7U2YIgQfBS9m26X/8jaIdDAItKvadQdK5vHbhWX16NE1vB24jK3EovS2ghuyWAkUJI7WMzo90IM9d4UQzwD7AP2EEMuAP0spH+6p1/PxyURj2F2c+4BJeCvi9/FKcNXXPBL4O19XfctkvR5b7u39ZNvNdNECbhMVRXe9W2F7lyjYo/o5zox/DHyS3qYIgYXieXH31dF/4rGVC/mp44604S8sj3/A6ilsoSxjC2UZAE0y0gXD7y5wSy1c2HkF0GOGX0p5Up79I3vqtX18UjgoxGSAED2jebIp4yRTMvtY1YxS5lFVUDqn+/fQA0mvVk120bK9pz72TSxlpLO43TZFgI3qOZ3TtiWakiHwIdxthebxm8K9gc1yhnGIcRMADxUY6rGl4D/W3ujF3he6C6XHDL+Pz4ZAsHERYWGwm+yaLrpPe96duZqq5gSTx/dPG35TKyaEUWDlbsrjTxp+Len5O95TH3U7RkK0D4cIIbBRPBdw7bziCYqUBjqWHNlahOWyL2FRWDR8WdkO1MliamVriqlV4OKuqZdwmfVr/tCv555RfcPv06tRE+4i313yRO5Zz3PpDZz1xLT0zxf0Wcx4wNKL0LG6JNmQqtgluZBZkOF3YiSUzuEQ1/B7M7abN3xCCZ3z5df025mzE//gy8qtPc8HoCnQn+0SD/AX7XEWhU7mDXsnLPOfBY1hJBvY95o8fh+fdU7Ss4xL38fpbqob3Tx6WytCEw625T0enhi6K4cnriVRNsbdUDKQ7XiGr/oe5XmMgBPDzGD4b7FP4qeKfT2NodtxEqJz9kxKvqHQiu/yhpnspvzIAOEmFRyqfglGS0FjOMu+Zm7wF4ys+6ywFy8A/2rw6dXIpGd5ovIO8If1O5lexnv29pwkB3JemeTbFaORBTRLbxFF/CBHc2yk2N0gBChaQU8Ni8RQmsKC0R22P8/+lJR4a8SiOXGMDIa/T9McHtdvRFndH8p29DynbZY+zT76ZwwQ9elt0ihM0982YujCRkmGv3oC3+P32SCZu7qJsx7/ioTVtQ5GKUTS8O/H9O6Ylk8b1tCHqc5WLBhxIkcZ12IJ74YqseJHTlbfo1RNhnYcmyvlQ4xt+NTzGHdqv+LlQZd02j5arKAo7i1LXHcye/wBq5m91e8RsRrP83HPa6RalrXbJs0CPX7DTY8Ves9l9fiG32eD5PIXZ/DurDXMWOatECcbqcU/x/+qdzubi6UcoXxGKBk3KMRbV+e+yfX6wxSnGokLhePl2wxt+dHzGIblENQ698R9SLmBvZfd720MESKqdJZOFqleuwVm9QStRhop4gLjfP5t7ZN8kcI8fit5vNB7Lo/fvxp82vHJ3Go+m1e9vqdBzHAvuJBeWLPrjqwom8ir9i4sx1cA724OVr7iH4G7GVX9IW8ErkBtXu35XNm0ikYZIZQSWBMCE81zk3SAB40/cHD1o522OwXk8f9lxOP8M/yrzju6KMscMhtpFMW86uzGy87urJAVBXcmS3n8ih4p6LxC8A2/TztOffgLTn7oi/U9DeLJJtVKx4rKArEdiMoQYT+Pv9vRhYUlFUIyxpbK4oJCGkrzKlbLPhQHW2/sFipKAYZ/tFxGxOncqtEWqifDv6I+xps/rOok1+BOMCXvXFgBV9BqohH3CWKqsxW7Je5mTdHmBY0RKx7JY9aByEhFQecVgm/4fTYoapoTzJ6/gC0S3zNMrC44BxpgSU2ULxfWIqVk+Jr3OVGbQiX13T/ZTRwdCxMNJZmLn1pI94LWsprVspyiYGt+iYWK4jH/HikJE8fRizrtsvFm+G/47zc8oN/GkDVTOu1ztDBznSHYamFx9qfH3MSTyhG8c8le/O+SvQAKbsTSUDGBv1inQ1HPPaX6ht9ng+KBjxbw+BMPc5/5J14M/Lnwcnfgj//9gRMemMqTny8mlHDDVrsk7u7uqW7yBJKGX03KLaSaq3hBi65mDX0oCbX2y42JsOf0SSsRRRUSmSEc4qAgPIRoVDvGQeo0hojOoc1o6RgOMG4hOnQPbxNKsiQ0juXqUDYbUMJm2hoe12+kX11eFfp2ONFaVOwezeP30zl9NihGrniDE7gXgFJi6ebVhVAfdQ3QmqYEQ5MphgY6jiPbSe/6dJ1RYiU6FgYaetLwS8t7OO3/In/H1C2OLmtdwDyl5FHG9ivGSwa+EW9Gg4we/wPKiWzZbzBb5hmjpcVV3jx4YufUzy7l8dsW21a/znxctVBhxthb/Z6XE4X1E6l449e8EKjDVt8p6LxC8D1+Hx78aD6X/Pvb9T0NAMY2TkUTrrEPChOlQD10IF2H+fHcaqbOcc//u/4AZqy+m2a5aTNRzOOD4O9oIsIvjcsRxZV8Zm+JqXjLQlnTFOejFYJ9Jk1op4qpKsJzZpBhOrxj70CseESnfR+rOzOveIe8Y9TWuxlju40b1mlfJLaKFwJ/IbzkA0/zAcCMcsLyG9idpIevJZ+ECgiB/biigUDDIhbL/uhqz5ln3/D7cP0bs3npm+VdCqt0NyGzg/55vL7gMcykKNa3S+vRcR/5D1CnY0cL01b3aU+qi1m5cBdU91a+Y6YciTNwIiebf6S+xNsiptFYw0XqfxjdQWDtrNij7FP/oqcx4oE+nG3+jqqBe3XaN1YuoTK6IOf5LQmLeDS5MJwhXCQETFLmULtyEd8trfc0p5SBt0UyfKUm/y/gSUgacYaIahbJgb7h91k3fL+svtvGaowX3mAaWrVa/mvv5m5INBU8Rtsb2Gr6pH+244UV0vi0x7QlY8RyJimuiPEnztYconyRDp95bVPotFRxif4f+rS0b7qyk/UVm8W9iemlCvuCWmcTdpn9IEesvDPn+cvrYwgkLZEhECrrtF8mvfUXv5jHz+7xWFSWNPC2kixkU1NS0949fqVpGYqQLHYGENB8rR6fHmRwMs769Q8zOUz5fK3HmzV3HnXXb8mUT71XYabQnRgf2RO4wTyJP5un0RgaUvAYbfOmX7D35v+MC93tBUj++nTGsB3+G/gT52v/BWCy8g0Xai8RrF/AlMAl9Fv5oadxnKSBFB06TNloKB7z75Uln/FV8DcMaJrReXyUvOPEDJsf5Gg+P+IDGLl7p/0pLfwQBTRKT/YScFKpoHqIhQwhJrxnBskWt1K4llLf4/fpWfoUuR7KpJk3cE/gLsaJJWs13uoFMxihrOGnWZ0vynyojkmMIKvoy+P2QbQEC++3bHRYELaTX/NCRMR8OmNYDrPlcH5yhvJr42LGKisYryxBVWCkshrV8BZKc4xk6ENtL/FgC81zOqdsqaFSNKBmqG51hJrX8NvJp5Osi/3JccOigPqPpGOR9vjDfTg1dDfTSvf3PERzcAA3mj9nrjOkRw2/n9XjQyJpKGO2W0xzqvoO8JsujxdR3Yu33im85PzXkdtoIo5qGowVyxHRYUBhXn/b3P+LtRe4WHuRKlnKBrCEsVGTsGz60MQsOYL3ne3T25VkWER4jGWnPH5Fb2/4HaGies3jT1UJFw/oPL5QETL3053jSPZQZjDxg3tg0ENQOrjdfqGoTHM2p0qWe5sPQPkI/jToAebGW0NHmioKyuNvDA7kfvvI9Lk9RY/dUoQQjwgh1gghfmiz7RYhxGwhxPdCiJeEEOU99fo+3knFS1Ox8e9lR73Dwogkc+crY/MLPjduOuwwqpLRxRZvBy9n8LLXCx7DbNPxaAB1rJJ92DFxP7EKv/ni2mBYDmOUlRyufs7+ynRmO8P4xN6qNY/fozqnk4p5d1CfbFTLieJNpkA0r8aWApGhyMkmv8dvOZIhopo+qz6FDGsTihAcZ/yFp2zv3jp6iEXaKBJ6axOWO+N/ZOfa/3ofo3kNw8Rqrj5sPP1LNk6tnsfo2NYG3gG2llJuA8wBrujB1/fxSNx0Df4zHMQ5xiU8Z++LU6gQeRvUpKJhv8Sygs/9XeIe9rCm8sz57gWnFqhsCO4NbLhYTRCDgDAxk1r8dheqgH1aMcxWb/y+wJ0cbNzIqeZViAL75TZU7sSE+ENE+09qt/32ftdwS/lVnsZwmlZTQxnF4c7Kms8GjuWlyl/nPt+y+K32vPtLBhXMLvnaDcuZ3PgylbI2vWm8PYeKxHLPQwyb+wRTAr9l8vjCQ5yF0GOGX0r5EVDbYdv/pEw/y30ODO2p1/fxTiKpi/NhfDM+c7ainCbMtTCSVrJBtVGoorLjcIx8l2HGAvRAGEOqKF0w/H3tNXwUvITfa88RwGKYUsWD+q2o1XMKHsunlYRpMc1pm7LpmkdFj/COvT1NwUGexjGloIkIaodQj6oongXNvkiM4E2xJ+MGdlbWnKlvxezQdjnPD9XObNXMD3YeQxGCf+q3cqX2lKf5AFD9E6c33Msgp1US2hIaSgF9CtREA/UUE9B7Ngq/Phd3fwW8mW2nEOIcIcQ0IcS0qqrCKt8y0RQ3qW5O8Mnc6sJaxG0CpGL8E6wfeC7wN54JXNcuXFIo8wa4D3qNsrBH1ZTIl9QjaKqghTCq2VmEKx8n8xYAg0RNOo//QHU6Irr+VUc3Zgyp8IR1YKftaijC2ebvWdhvH0/jhKp/5ArtqbScRoojG5/hrKb78p7vOJJrV+3M91teipZhAXSEs4zNW3L3X7AlVMtS5h3waGu+fRsUAUNFFSOFN11/IC1ZIdtkK5noBRl+LVFHvSzOKDfdnawXwy+EuAqwgKy3Uynlg1LKSVLKSZWVa//Ys88tU5h07buc+vAXPPhR7uKOTQkpZdrwPxK4hS2Vxa74VhekElLUqe7fy7ILc/kTUTdnXwaK0FWFFkJoBXr8UkpKpXuzOFz9goPVr5jpuNWdskClxd7OWz+sZPriOs/H2y21bK4s7bRdTVbfenWognVz+bX2OkG7/d92lDGHCUZ+XZuE5RCNxxnbvzjj/iPMNzln9V9zjtFYviWTEvfTMny/jPuFEMQJdC2ds022kiV01EL6CBv11FOcsT6hO1nnhl8IcTpwOHCKlB4rPrqBmpbWD39BVeFeZG8lZfR1LIpFPP3z2lTxltW6F6/iMeabwkxWUip6Eboq+Jt5Kt8NOLqwMWzJ5dY5XG+elN72crIYzCnwRtTbOffJrzn2Pu99XcOrpqVz+KOy1atVFcEnwQvZbuEDnsaRybTHjq0FHaGhkf9vZNoWM4NnsNPiBzPvFzqazG1sUyGljJLMuB5/TAYIiQIMf8rjV1rf14LAFqxW+3seImA0UCeLCaxPwy+EmCjEWgqitx/vYOAy4EgpZbS7xvXpOinDX07rzVATNsZaGP7Rq96kWYa40TiRQu7t8USMelkEoRKEELzHziwpnlDQa6duWA/aR7DIcVP9hibVF32Pfy2JuUt2pxl/4BjjmvRmVRGU0YLuMY8/5Rl3MvyK5imd04xHCQgbqWUOJVoigC6NjNk6KYprvuch/RbCjQsz7leUrnv8so3Hf3f/v/BM+GTPQ3w25Ff8yz4QrYfFBPOtIDwEjBZCTAc+Az4Fpkop89bRCyGeAfYB+gkhlgF/xs3iCQLvJO8nn0spz+369L2xtn1bezPO/A/4Ingej1luXL5BRghg0bwWMX7FitJEBMtxw0heu2g1l45l38Q/uX3YtgBspq6gb0Mc8J6GadmSf+nX87XcHE24f/dfau+w2OmPpfRc8+pNARF3Rc2+dcbQQBEXTd4McEM9BlpabiMf0nI9/nQaaBJHaKjkN/xWsgBMaJ0zegBMEUBButo5WY4JRNewu/oNS+zM/qci3LTmSllA688tj+LUdzX6BFo9fF0RzF3dxJqmuKf0zJnle/Oluphu9LczktPwSyknCSEiwE7AbsCFwL+EEKuAT6WU5+U496QMmx9em8l2ldUNfvelbChLPmOAqOcP+rMAPGvvywrZj1O66vHXLqA0toJBopbj1SlYzkGeT0113QonbxS/Vf7NtguqgGM8j2HYDjsoc9mztXwEgL2NO3h2wC6ex+ntdMUZUhKuEfwudA6v2Ttz+AH/S+8zKCCWnczjVzoY/ka9H6tFJfkCI6metNmMupFqnm7Fsx6TahojtM4Lu+DG+O+wjsszkw4Ei1nGAPq2GfOs6pvY37E44DaF7/7ceWG8/aQk/eu+ZUgPh3nAQ+VuMiQzRQjxFfAFsDvwSzrn6G+wLK+PEcRAx6LZY4HIJkPzGgB+bV+OaVt844yljlKO7+Libs1TZzGq+WsA9lB+KCiDSln2Bffod1Bm/B0YRJNSSsicQ0vCatepKReWZRJpU2a/TPbjd4ZbhVxwbYLjgBmFYOZFxI2ZlkQXDL/RSEJqBIXF4Wr79pwmGsJj9spPo0/jZ9O34cMOaZRv9z+bL6PH8kme89PNyLMY9a/Cu7MmPIYrtBwaOSnDr2Z+Ckzp8U8QCygTLUh5aH4vfMkX/DzxAvPEGelNFdZqhGLSEPPw2dgGZ809F0M5GTgx//FrQb4Y/8lCiLuFEJ8ArwAHADOAPaRcy/LOdUjj8tn8EDyTJwM3rO+pbHCI5tXMdEbwbXhH3ne2x0ZhuFhd+OKulDDtUfTqWelNQczCDH/dQg5TvySsuI/7a0QlpXY9pz7gTfwLwGqjwLlGlrNH4i6Wykqe0q+jeKX3hUyAxrf/BjcM6ZJC6IZOc9xif2U6+ylfez7np0FH8X/mRRn3/U/uxLLirT2NY9kODgpaB89WVYSnm7OhhHnIOoRYn8wy0DXaAGYEt+tUGdwWmaw1UbLcPBQB56kv82rwjzwZuMFbQ5aFH3Gu9WS7+HyzpRDAYzpnwl1nMwps99gV8j1TPADsgluF+xsp5eVSypeklAUkt65/yldNRRc215qnEMAkvhapir2NVePP4D/2nlzMMxyifMFZ2htMCfy28HTOVTPgtYspFa0x0wBmQT1zU0Y7EHE9wapkWmjdyswLcJmwk0a6RYYowvUMA8Jkd/VHtOhqz+MAPPK96xVWVa99HcmGRnPc5Db9Xi7RXvB8zrLAKN51duC/9m6cl1Q8TXEbv2Ba5bGexhm04h3+oj3WKaNml/rXuK3NonE24noF11q/INpv24z7K5wadox+CDka75hKiIXOgHS/4I4oQqSfHBc5A/I6MK99v4J73/sRB4FQWkM9jaZCwMO6BQCG+9011c5dxbqbfIa/HDgHCAF/EUJMF0K8JoS4SgiROQF2AyQVz9tWWcCc0GkMbPCm+b0pUN1/FxqJcJLxAvcF7sSQOoqQmFaBEsaxzvnghXr8RrJRSllZOQArpavDkqknajYsy+YLZxzLxQCKRILDlM/T6pwUmNVTY7lGwYoWsMC3kRBtaaBUxJigLPJ8TkXVV2wlFnKReT5vOO3XS1QhPFfd9qv7lhPUD9GV9uanwlzFJDmD/3v6a6559ces55uWQYQ4upL59TYz53BJ3fVQvzjjfoDFAw9gX+N2RMnAjPuFIC31USTieb/HN7wxG8WxMKSG3uZJJuZoBDC9ZekYruNjqD0fjs5p+KWUtpTyaynl3VLKk4FDgbeAM3B1dzYKUoZ/H+VbAErjhWvI9Eoch8jST9LVrQAi+XhsmYUtiCfqO7dItFEKMvypAq6+5eUAfG8N5wzjUn50RnoeIx4eyInG1TwR+DkA/UQDtnQXi2WB4as95TQAiqbfB3WLCjp3Q8dsXFPwOXsvuJXf6pk7ZP1d3M6Zs870NpBtYKKidlCflIqOhsMb3y/n0U8XZT09tOIrZoZ+Rb/qLzPuT2dv5VALtfPm8Qu2V+YCUCka0jLOuQhguovcbcbsO3YS3zpjsRyZX6UzGeqxtfVs+IUQ2wghzhVCPCGEmAd8BewB/APYucdn102IZGHFvfbP3A1WfD3OZgMiWs3EKaexq9LqXSnJ8nXbKMzwzzcqeNfejmvMX6S3/dK8oiDD32BpLGYgoaB74a6xQnzgbEc9nbVUspGqP1gZGAlAnSzGImn4C/T4U60BS2f/Gz6/v6BzN3TMpsLlK4JWE3E1y0K3EIQsb2shwnENZEcvWCYbmOh5irgc071+lQziagB2qvdvjut8xPLXeUa/FjVLkaEiBG84rSbO9pDeHMAkgdbufe182g1ED3G7gTXG83z/+o7l1vKrWB7aLO9rrS35UiUew83dnwv8UUqZ7tAhhDi8B+fVrXw74Ciu/mk4VTKpk236tWMARN2CnAWyVVxLaAEwwC4w1NNQOYmzzEsBtyfrF854AM+P/wAvRo5nbukhvJv83bAc9lO+plnrk/O8tkSWfcJ7gUt5y3Erfi1USoqKmGmOwGgjl+uFuBKBlJPWbzN3AbuH86vXFbKlcMMfspsxtMyGP0aEgBPzNI6wDQw0yjqEelKGX8PGIHOaJbTV88+Sx5/y+M3shr8oupxJ6kwas2jiKAL+be/LNGdz+tLI/R48/mutU7nVOp4TO7yvYdZiRohV1EcNKopy1JIU9eUjfXfKg9nfe3eRL9SzvZTyAuBoIH3VCCFOAv7Uw3PrNpqUUubIYUQJ4UiRLq3e5EneAFfKvulNs0Pb8EfzDOIUVuzU3NQAuBfH7dbxjBKr+LP2eEEef1VTgsri9hfztfojnKq+m+WMzoiWKsYoK9nKdrOLTpxQyv3n7M+hxg0sH+y9pgCgQWlzw/nkdnhso/F18pIy/KfZ3mSQcRxCThRDy/z0FRNhgo43h8pGoVmGO3n8LYFKfpSjUMgdEnFM9waTqfsWtOmAlSs8l0w9VbOkc6ZSN+fLIXwpx3tKUogTpI5SSkJt/Gkp2fWrC7hY+w/1+VI665eyZXQaEaXnK8y9an8eB7wghDgZ2BM3jz9PNcKGw6C66ZyqTuNJezKjE09SInQuWN+T2hBIXkDLZT8+2OJq7v0enPAY3rIr2EYUpqy5zUfn8O9AEycaV7u/iwXsqX5PQwGG/8iaRxhVbOImkiWnKDWCSgGxecONk75QciqfNA+m/8AjGVpgM/AUbdvuyeIBsOyrrum0b4AsDG/NG+bZ/KCN93aC0YyCg6m7hj/VpzlFTIQJ2jG39kHJnTPyvzFX8Y8l81jYwfDPqjyES38ah5HH8Mukx68FM4d66oLDeDp4Aie/eSn0HQNjJ3c6RjgWplRRs7Q3TE1ttFjB1mIhjrV3zjkBHKN8RKmIUhZuk9YqBHbxYIY2VtEQzW34p775JDe03MhvSv+d97XWFk8lYlLKBcDPgReBY4EDpSyklnn9slnN+1yq/RtXP1wQNeyCNGR6LUnD3yzDLB15LF/JcfTTYmwlFuEYhYXDgvEqqmVrKMVAI4Dl2eOXUjLG/IlR5rz2U0QjpHgvNhLJzIio1oeH7MOQioZmxXg58EcGLy6gExKu5kuKGdEKt9FIL2nmskwZzHRnc06Rr6VDfjnRw1xafCPfl+3DK+fvzisX7NFu90xtHB/1OcZT5pTpyE4ZPQCqgqdF1LqisdxpHY1S1Dfj/khxCV/ZyRz/DNlmAMI2MdGyLu4WJwsG91W+4a7APdiJ3MKOUkoOU7/gOPUjyiPtQzWidDADqKOqOfe62bxlKwEoKinPeVx3kG9xd0ayTeL3wAtABTAK+CK5baNAcQxM4f4xrtCe4jjxflqcbJNm0Db8d9zfmS8HpS+Aiea3vB68klBj9lS4TASMOmpSayhAAp0gpucYf8JyCMkYUm+fw2yiEhLeDb+SaMCWAitZtSkEqKrCRGUBwVhhmSx39/8LcalTVbo1761xPV1ZoOLohkpx00KOVj/ht8qz0OihQ5Sq86UcR6JoCNsMLadfh5Dc1/oOPN//wpxFUyl2XvYoF6qd6wfG1n/Gy9oVDCD3jai6ZBy3W8ejRsoz7q8ISiYZyYwfPXOGTFOgLzPkqLSkdEf6l4bYe/PK9FqDNPOHhweJWtbIcsrC7Q1/pO8QBij1vPtj7vKnMtXAQuGqI3M3kekO8oV6ekVQU9gmFhrvXLIX/R69jA9b6goSD+u1FPfnx9I9MPRF6YpJLblg5tjeF3c/nL2KPc1G6pLZN69dsAeRj6cQnGV4bneYsBwiJLA7lNmbaOjCe8yzKTyEt5wd0dropaQylQrN4w+oguWyH/OaymjGDW2YRoJAlmySjYk9Vz3OJO1tAOxYI3mvhJZq9ox9QDhL+Y4iQFhxcGxQco82ouErSpTOfRbCdjMTlEVu4VQOf0HGG6mknkAWb70iJDhFSeoIZZGRmD7oZP4xe6dO4aa2PHr6jnz47IcwBxwr98K140hGiFV87oxnx3D7m59SNoQgJsfMv5LG6CuURjJ/fxSzhYQI06c486J1d5JvcXdxrn89PrtuQjgmltDYbEAJUosQIbFWevO9htqFDK3+mDJdpjtuacl2eI6XBXApke/+lX88/pRb9BXsw5Tf78PWQ8pQwn2opRTb4+ds2g4R4jgdPLRLzV/zeMk5nt/SgqFH83/mxemFQ4FA1ZL+TYGG/9SauxijrOQg+Snz5WBes3deq85kGxKq0/rkYsc8RG2rfuJa505GOEsy7t7D+Yq75h8Mq/IHAhTHxMqUtaO2ZvXkYrOFT/FV6Dy0LAVcRUVtnhqzODCWI7N6++l5KoKykuSTXo4MIYAis4oikWChHNgp1MNm7nLowcqXNK+cn3UMzWxeJ8VbsH5bL64zFMfESoZ6HC1MmASGH+qBn97klwsupVy3GT/Ijc9vMSQZN/Xi8cfrEZ/cygvBv3KHdQwfRkcxsp970a2a8Gt2SdyD5dFOGpbDYjmAaNHw9LbRlUX8JIezRBni+S2lsi/0Not2iqK62VxOYcJk27RMTf+8snIvzjcvwlgH5fTrAs1JpJupOPH8Ovp2cs1HDWZ+/yKQ3J4nFg6p67FzsKE1jz/PDdpOYEuBrmdOeywtamM8h2UuN9p9yf3cr/0971xT6p65HCEpJWVmFaZUWSQHUtoh1ENFq6yZleMG8rA8kueHX51/Tt3AJmH4n+x3MVcW/Q1wq+Iiwjf8QDqdUwmE2XVMXz6/YjK7buY2L0lVO+ckeTF844zlDus4ZrTR7Ut53F4Xd03b4ZfmFfw0vjXf6vUL9uSMAQuYFPMurrbbe8dzjfYoWrIqVAi3OvNLOY6m4ADP4wDoMsE79vbsmbidEX0j6Xn2BlQ7QW0yNGfH8xtrI+YeEwhlMfyhZJqnkb9VpiqNtCPWboxkSG6oqKIv2Z9ChJUgQaDdzb0t5RGdP5un8cORb0D5sMzHxJcxVnSuNu9I3YBdOSJxLbHi4VmPSVgOX9tjGJd4jM+crSjJoCQ7b/z5AJiJ7EkT3yUGUlO5Y945dQebhOGvp4QG3dV9MUMVJKTeay7gtcKMYaMQCLhezcCyEKLfFvzOOo+q0Mj85ydvDq/Yu1JJPSfv2OqZl6/4iEf0m9Ndm/JOJfn3aKtzEg6oHG28ygnRZz2NMX1xLcUxV45Da5M1ogrBz40/MXuINxGxFAGZYL4czFI5gAOVL/k+eCZ21ZyCxthQ0WSCpU5/dojfR8u44/Men4i5Bl0PZS7g0tKGP/tNRErJvDXNNKvlNIvO4yQCffnCGceDgduZHvpN9skkC8CyGf6ysM7T9mSMhtVQ37lHMLjhX9NDNrsM9WGGHN1aDZyB5oT7hGKjYqOidFw3EIKV407jmMRfaC7OLGocN212dr5l88TMvHPqDjYJw79T41vsb04B4Mddb+Nk849+Vg+AGSMhQoTbeijFlbzKXjRomVPl2pE0/D9XP+Cr0HlcP7n1nGB8Dfup36LkMARtMeItvBK4ihHLX2+33Ws7PoAlVQ30Ec3UylL0NjowqXuAVz3+loRFXXOCoHQ9S4B+xUFKRay1CchGzjMlZ3CrdRw1lGFk8L47YiSfCoLhzB6/Fk5mdOWQsH7pm+Xsf9uH/Dx+BbeELuy0v7bPhHQdSC4UO06igyZOW8rDAYqIsf2HZ8Ds1zMeozgmtsif3BEyajhJfQ/RmF3fqyVhcbw6hWu0R7PPuaiCr+XmxEXmhd3GuMmV2tPstOJfeefUHfSY4RdCPCKEWCNEayskIUSFEOIdIcTc5P/ea/HXgr2b32D/hFv9mWpi7Hv8gBklQYBIoI3hN6LspPxEKFGT//w+o/jnLu+yhZK8KCJtbhbJfqj5FsVS2Iko2ygLCVv17bcL3VM7PoCqNW4edA2lnLCj+4i/zxb9URXBy4E/se3Cf3oa59C7Pmbna99klTKQGul6ssURN9RjFyhet6EyQ92KaXIcv9WeQ1v4Qd7jq4YexOGJa9FKKjPuV4sreMA+Ajkguyb/ygb3u1DbYqBl8NZThnyqvSVfONnbbc7qsx/3yuxPb2VhPa3PlC2rR5EWlgePvyi6jBv0hwnWzs56TEvCZmdlNpPVbwhm6Z4Vtps4Tv0Q0ZA5J6YxZhEhDoF10/SnJz3+x+jcpety4D0p5WbAe8nfexzVsXCSi0lDFv+Xf+h3+TF+gF3P58+hPxAOtPF8GpfzpPJnhjd8lf98RUnHiQEItC6qKclyeplDIbEt6YKxDqmSjqKjSW+ppQ1VruG/+sS92H54HxbdeBhj+xejCMEIsZpQwps+zeKaKAY6Z/V5iCdsV+Yh1R/WKlC8bkNly9h0NhdL+bX6OoGl+XpeQaMo5Qc5mnA4c8ijqKiYG8yTiA3InoM+oDREKS08od/AznbnBjBBJ8b7gd+yqzqTIrI7DD8V78iLSnb5jZKQ1rp4nCVJYVVwFLOUsVnHSCG0/N/jmGlTRjNlfSr54ZrM84oY1fxdf4DImm8y7m+MmxSJOEqWUFp302OGX0r5EXSqxPgZ8Hjy58eBo3rq9duiSjOt31HcvJBDlS8KbzTSy3js04Wc/UY9XzlbEGlbz5BcYBNeFnfrFrHHgrt4jCNg25Pb7fJywbTFjruGX3Qy/BqaR49/UaNkSvgAAgPae4uqIrBQEAVm9ZjJlKTbT9w2LQjmeHyC2dC5uOlWTlffIoHu6T1py7/kRPWDdEVrR0pCGsVEaanJvmBq2Q6Vop691Bn0EZ1DQlILM1pxi5y2ztEnIBJbwTAl+9qRoggCqQYrWQz/awPP4zbdQ5pwMqsn1/c4btr0Ec04oT5Z1x20oOsUOVlChY0xk2JiqCHvSrRrw7qO8Q+QUq5M/rwKyJpmIYQ4RwgxTQgxrapq7TogadLCTnbFEYEiVCGxzN4Rq+0qf3l1JtHZ77J14tv2Hr9SQLFT/VJ2X/MUX2qT4Oj72u8LlTHfGYQjvX3F7GSGkRpon8f8zoCzOF/L35UJ4MvGct4Y8ycYsGW77aoQOCjgca0AYBA1XNt4FRePXcXR2w3FKR7Iv619aAl4WPvYCAhIA1sNkUDPqWKZos/iN/mj9mT7sGAbSkI6jwVupujVX2cdw7QdKnANfpPaOcqrqK3fw98YmVs8AvxsyU3cLG/NOd+AruEgsoZ6LEem++rmIq0AmsMRiho25TQjw9kj1ynDTxa70xyNExImWrh3Gv400hXLybraJqV8UEo5SUo5qbIyc1zRK6o0kW0MP3hLYevtXKC9zJnO8+0Nf1KtUPGSx5+UL1AzyOPaQ3ZksnEr1WVbeZqLIXW+dLZAFvdvt70lOIBFDMpyVocxEjFKM3ikiiKwUBHS+1NeH9HEjvJ7SqX7PXH6jOYP1jk0lvS8Vvq6IEACqQZdw++hP4U0osQJZPX4S0Ma1bIMEc0eTktYDhXCrRmoF50lstsWVNWTPeShOCamyC0NEdJVHhp2I2x7Usb9Zyy5ksus/D0W0g3d84R6YgSgJPv3VEs6NDKLxx+34YjEtSS2yjzf7mZdG/7VQohBAMn/C28D1AXOCt/O84N+C7Qa/g9/XMrqxt7x2N5VQiSIyQARvc3FnJY38GL43WMy9S1V03n83oxtfdFoTjD+jDV4p3bbR0dncLz1mqcx/shDnP/DcRn3fe5sRVV4lKdxgHTv4JQMcWrRzjALCxdtaDTETEZf/ioBLBw1SFwGvDUmMqPudyWYOROmJKRTLUsxGlZlrd0wbUnfZIhnabxzdlDbLJ0rtKezTkV1EhnrANoS0lW+De3oqnNmoMJYSYUHnUknUsnkxC2sGnZo1mNihsURxvW07Hdt1mMCoaThz/JZGzbMkKNR+gzNO6fuYF0b/leA05I/nwYUJpfYRRqdEFJ3PQilqC+Lnf68P2sFJ/3z83Xx8hssYQxiBIm09fgDxVwVvJwZRbvmHyAlj6t1NvyB5mX8O/BX+q2Z2mlfJlJZVoEOWRHjmqZyiXwi7/lSSgbIGuJ6ecb9Vzjn8fnAkzPuy0QZyf6nATdNMdK8hHnBU6lctE6+sj3GGzNWEsC9YTtamMOM6/lhl9vyn2jGiBGkKEuopzSkUUMZJU4TC1bXZzzGsBwSUme+M4hFsczOwgpZAcA2ysKsU9EcA0vk1rMJ6yqbNUyFld9l3K9KEztD9XCn4zSd+XIIiWydx4CYYadfMxuBYJCDEzfyw+DMjokSq+Uk9T1CzR4E87qBnkznfAaYCmwhhFgmhDgTuBE4QAgxF9g/+XuP8yvjKSa0uNWf9uaHsrdxB8tkf5bVbtpx/jAJ4gQ6hHo0pgZ2ZbU2OP8ASY9fDXS+CFXcFLeQR0XMihUf8W7g94SaFrXbLhXNbcWXR67XciSDRC0toczLRqoiPOfxA5QK1/Dbya5dWiCAJhzkRp7O+dYPqzDROMm4iulF+5AggOlhHUZYMRIimD13PhKgSpahCIndnDncU9Y0l0GihuOMP1Ob6DyOqgjONNwubik5iUyo0sRScnv8YV3ljOq/w7TMufWqtDLKRnQ6TsCZ6uuUVk3PeoxoXs1j+k0UrcjuSAY0hdlyOE1KWcb9oeYlbtpo3U9559Qd9GRWz0lSykFSSl1KOVRK+bCUskZKOVlKuZmUcn8ppbeyzrXkZOdVxkTdO39bj7Kjd7mpUSZaaJQRijo8vu9qf02/uAcNvm2O56CSl2iKdC5nT/dD9ShjrCZqGausINCxHV8q9JRnzcG0HfqLOmLB/hn3P6JcyyELb8g7j1Sab1wG+MkZihEsB9qolnrMUtpQqW0xsFGZ6mxFS9EQTlXfYeis/PUNzw25nCu032fdX1kSZPC2B3KN+QtanMxGuaJpFr/Xn6dEZHa4FCGYJUfwoHVYzrn8p/QXvBs5JOcxQV1xc/mzfG9UaWF7KFxTVYUrtafpu/LDrMcoLWvYR/2OgFmf9ZiAqnC8OoWBVVnkR5KFjlq4sPagXWWTsHy6NCGZzhlomM+T+nVsL+ZkLbbYFAioCscZf+Eh+zBG9G0fb/1L9Dp2anzb0zjNJu0rf5OkFnyFV/36VFZPsH1Wj1S8rTmYliRMAlvPXFlaIRqJmJmbcrQl9dj+qrMbBxk3IwNujF8PuqEJT6qlGzCm7VBClCOVzxgqapisfM3ApW/mPW+1U0ZzKPci+84778qj9iE0i8x/AyWZ0RKTmRdmU08TJio6VtZmSZ8E9mRWaIeccwnrKiZq1u/NrNBEFmqZ4/8d52Sg58zqIeEuWItQZm8eQFMVLtJeZPPVmSuJUw2E9PBGnse/weDY7iN6MlslgMUe6o8MFLWbtMcf1BXmyqEsk5WMG9g+hcxER/WyuDv/Ay6K30eZ1vlYNZBshOLZ8LuLXnqog+FP/t1kHoNrWDb/tA+jqm9mkSsbBTxk9bQYFjuJWRytfOzOJyn9oOv5szs2BgzLYbCo5q7A3WxhzyFOAMXOv7i7Q9XL7EPnoqu2REgwViwjEc2cMSeSrxMncxgnJexXLctYKiux7cwL6UOjsxmcI48fXJ0nU2pZDfYDfS/jraIjc44BbqaRgZa7riUlUxHK7a3HCWb9rIXpGn4R9D3+biGtMpk0IFrQvaOGMTZpw9+fek5T32YQNZ1ys22hongx/Ku+5wT+174ALIkaCDPDGUlUK/c0H5HMdtA7ePw/DTySneN34+S5IExHcov1c6oH7JFxv0RFeMjjjxoWzwX/xu2B+7hbvyst9hYIRXjUOojVRdmlBDYGEpZDCPeaCIaLSKAjPNzMDq5/hn3tT3Me06d6Ou8GLyNY82PG/Uryb2wpQSaP6xySM5IL/I/ah7CfcRuWzLyecG3DHzg8+lLOuYQ0FSNHqMd2nKzrFW1JefxKDgdGMZKGP8931BCBrOOoZvJm2QskGzYI0toqyVixktQTD4sEgSxVdpsCw+1FXKM/zkit80KcJXQUDzIJTvKzDYQyZGhoOkcY1/Nj/yM8zacuMIgp9rboHRpo24ESVlPBZwtq+XBO9kI+0zTpQyOBLN26bKGiyPypmC0Jm1mOu2YxTKxB11Iev8411mksLF03srk9hWE7hJJZPUVFxRgimPbEcxFwEjgduqN1Oib5PTATmY2bYsewUJh13RE8fHrnzzFVI5B6AnWyhHoCmGktqGyEAypXyfNh8p8z7r9z5akc25K/qbmqCPfmmKuAy1FZqgyBHKEeAEMEUZ3Mn/U3ZQdwjLi9vd5VD9LrLZ+llzA6/iQ/Dj/F3ZDs8BQhTlDv9W8/I1JKSmw3h/nusw7otN9GQ/FQudsSjWJLQVEGw59yprz23P2hYn/Odi5HdFjcrYzO50L1RS54+D1Oe+TLrOfLhmV8EzqXUSszx6unKduwILxt3nm0GBZFuLHoBlmUbgquKYKQMHA28opvw3IICdeIKYEwQg/jRa8wIOPIfIY/kGpPmdm4vdbnF5xQ8i+3SUIGdhvTlw8v3YffDp/Hs4G/YUfrOx9kW6g4CD234Q/pKt9Yw6Fy8847paTCriZI/vUaTREcnfgrX43/Q9ZjPg3uyf9VPAhF/XKOZYogahaPv0mGWa4PT3ch62nWzausRwzbwUFBS7Xf0yPMcoZRJBIUKYW14ustJCyHvskKyr79O3e3urviCuopYt8843y/eA07oHHAlp1TKIUQPB24DmvJXnjJ2jUsJ+MTWL/ofE7Q3cbcK6kAMmd8pDpEZTMID+sns3NlBdmlvVyiCZshwn0K2k35kQXphi6CLwPn8dOiI4AH876fDRXTdgiTND56hCcrzueVkEYuMWDpOARJoARyG/5Q0gHIpmAas1XiWnavWAjBiL5FLDNq2EWZRUOiBehgTJPhIiVDtXi7uegKOzvfYv+kom5xYPudjo2CxMmTEgpu1XcV5cTz5PF76d99Y+gSNhtYlvFqGNnwBSfIObhZ7j1Pr3d5v//qI27R7qePudrdoCgcaVzHRdqLXNB05/qd3Hoibtr0FY04QoVQeaf988Nbs1jJ3LmoLSsbEyTUok5ZQSnGihWUxvN3OQKYvPh2/q1c2XlHcm3mt/oL3KJnN7hOImX4M/cs9ZrHH41H+cxxZSZ+kCPbyQebaIiNPavHsvjM2ZKfJf5KvHQU/UuCVDXljvHXNjajIikpyR3DTqW8WlkM/w6N73Ki8Z+8c5RqShCv8zhGwjX8ah6PP6yrnKu+Ch9naK+YXL9ylPx+r6YITlA/YNSy7IV7hzY8w+X1f807VkugL7Vk/gwnNHzAadbzecfoLnq94f/8rWc4Xvso3VADWnt6DrUzN47u7cRMmwqaSOhlrV1K2rBtYjrjEvmbZj8SOp3fDn8h6/4Eerum3rmImLWUkqFtn5ZbkyVFWtY5kNnw/y1xE+ctuSTvODFb5RfmlVwy6AlONdrfiEyhI5yN1/A7juQD/SJeDPyF7+RYtGCE3eXXXNBwS846ifm1JhPjDxDf/qzcL1A2hKvluSwOZJY7ntjyKZPj7+afaHI9LlPNRJQA5xsXsKb/njmHCOkqFiqOleF9JeP1joc8fkURHKd+xJgVr2Y9Zoi5iGFm9krjFBPkHI6s/idkkDEJ2NGsTVp6gl5v+HdXfuRHZwRbjGnVablVd5Uklwby5/H2RuKmw43WSXy4z3MZ9x9X/yhHt2Q36CkcKXNmRhhCxzLinP/01zTFcy8Wq3YCI0MZfqoPaz7spPiVyBKOCGIQtPP3gzVt96lA6TOSZiLUR1sNvZUvrW8Dx7AdhopqxiorOEL5DF1VGMVyDpMfYeYQLZxf3UI9JYwcnKdncbgPbwUOYJWS+TjNSWApuUM0ADJHg/MWR+c1Z1fsNg3MM05FVzHQMveOFirvB/ZhVWBk3rloisCQGkqOv3vYbiGhZn7qbcvmzgIOb3wWWjpXs/uGvzsxWthBmUPT4D3YYURFevMOylwAQh4MQW8kbto0UoQsySwIZQvNU9erw+KvcnztA1n3GwSorm/kte9X8uyXmXufplDteGbFxWSo58TEnxgZzy7c1RwZxs3mCcjSzCEqx2NWz8BVU/gwcDHjdFcXvqaljeEXurc01w2Utu1GL9ReQhEQDrtPSHUN2VsmrlqxhCsC/2ZwfEHuF7BNtlfno0Yzy3QEnASGB8NvBcv5wRmZsTVirKme3ZQfKJeNOccIBVyPvzmaYTE+WMxN4d/xU/FOnfd1QBGCBAGUHE+uISeKoeVPw6wLuDfEptWdP8eAEyOhZH5a7Ql6teG3F31GQFis6rtzu+39RT2Ap5TF3kjctDlG+YgRyzI/vtqK7qnP7TbmDLaOfpF1/w9ic+ZKb2qDuhPP6PHX99ueCfGH+EpukfP8psgw7rWPyiqN6whvssx6vIYRyhq2HOZKgY+pbL2gXwkcyvSi3CGGDRnTdrjadDUS4+hYjiQQcj3VlmgOJ6hpNb9W/otSl8fwxxu4P34Z4+syyxvoMo6Vo2l5itp+O3G4cT2J8s4S2Hb1PJ4OXM/gxtyhyJDmSjbUNUXbPbWlsArK49dQc4T4IkQxPRj+VbjfqSfe/KjTvqATxVDXncffq7N6EtEmVjiDqa+clHH/9eXXkH+pqfcRNx1+rn3A4MXfAZ27EEmhoUkPXZnIrXdyq/5rVsXccfL1vJgV3JY6odAx4VLRApioLAid6s5N1iMyDCZjDQyhCl1kXsCVHj1+kjntO4wZxP8u2YzN+rde0G+Ej2BYJMKZ+UfZIDEshyfsgzhdfZtFciDSkem6iViWaltw8++BrOsnadK6Spm9Y12axDx4/K2S3p3/lom4O5eUhEY2bEdyo3kSAWHxx8V1TB7fJvxUM5/Xmk7gmeLLge1zz0UkC7hyPOktcAZTFhlLbtcE3l4egBAEmjorcF5Vch39ilTuzjNGd9GrPf6GUYewv/F3gpH2kgQnJP7EKcYVnnPMextx0yZMolObwxS2oqN58Pi1Ni0tM+HFo0rxfOkvebnk5522Fxk13KA/lP7dMDN7XgMXvcSnoYsIOZlDFjP0iUwLZ67qbYuSkpoOhNh8QEm7m0yF0kIgkV/vZ0Pk47lVVM//mif0GxitrKJalmHZDnq4lBpZQiyR3aPVUgVeWTKm0uSR1zhd/ztPDP9b3rmWN8/llcBVBFZ0rtswEq7hD4Zyz2WbYeWsUvqzUA7iq0Ud/ma2QZgEXuo3FUVwuXU2j0/MHma8yLqAz0b8Ju9Yk7cdQ50sZky48022XkYwAtk7eHU3vdrwtyRcD6+og4jYicf9nEoaOLfxrvUxrfVO3LQJYWZNfXx90Plco12YdxxdmjkbYvzaepqXA38EyOilp3FsTNPM2K9UFZKj1VapACOWJSSRpXVjineKDuX5stOzzyFFchFPzdBc5vLmG7mwKnMl6IbOLx7+kn/85132UmcAUC6aGVYRwRp7EDskHqAqnH2xNK0vk8VRSJMy/FkWQk1HonnI0tKk5erxxzrr8ZhJwx8I5Z7LkPIw888p47cVnzFzZYf1gGQGk5esHgBLCWGQed6OI92QmQf5lzt/PpGz+jzC46Xndtp3csu/mJDI3Ii9J+jlht/1WosC7ReJjt1hKIdWVrNf4n2klNzzwTyW1UXXxxTXC4btEBYJyJIBUxsewTzyx+abCRPN0vgEICQMNhMeGkssmcq/Vv2MHeSsTrvsSHtNFyOe5e+ULOzRglny+IXAsfM/xVQHhvKOMwmhZmgnKfScsd51ya8e+4q9bv7A07GpkEk/4VZr/zDpWrY56352HFmRlkloTmQPg3n2+BUVByVr5tPF5kNs1zQl73yFlnpy6BwyShn+UNjDQujM//Kr2GPEO3ZNS6WueswYm6x8zZ6L/5Fxn2lbvBO4lImrc2sHgev8BIvKiHacj+PwS/M5tvCQQt1d9G7DbyQNfwbZ4IRWTBCDZdUN3PL2T5z1+LR1Pb31hmVLQhhZPf4x0e/Y3/o47ziXKJfz7Mjrsu5vUUooEgkCmOQK+lg1i9CxqBjQ+Wajau1v2lYis+EXZoyYDKBn8bxOb36Q+1eemGMWLj+W78tFXJqxvsFWdE/ZTuuC/ebdwIVNHjpn0dpjoBLX8FePPpoxI1w9opLoYh7QbyO05tus538R3psjy1+Cvvn7DT859M+8KXfLuO8o+T7DYp1v7p1I3nQzhYyWRLbmDONSApUeUrFVHQ0r/f7TJOP10kPlLsCO6hx2XJVZ18eMR9lMWU7Y8ZYhuLM1jV/X3tK+sVBSmdPS8qeEdhe92/CnQj0Z2sUZyRJs1Ug2f45uOhk+tiPZK3EHTXtdnXH/DnVvcqHMVcTvYjkyLaWbiWbFXVspoyXn4m79KjdbZODwzoZFUwSN0r1BLZd9MZzMAwkrTpxAVuE9UwQJy6inTl7Z3pMjdLQNIZ3TjHOq9h7HqZ2zQzKR8ngHiRqqZFlaUwcgIgwOUqehNmWvsLaldOWxM9wMOzKn32RmORlSaqUkIhJ59X6grcff2fDXinI+cLYjXFyedxxUHVXanQ1/USUviANoDOapS0gyZmBfNGmysKpzbN6KudtkvjBYkqFyJfsb70O0pnVjUovfytJLoidYL4ZfCHGJEOJHIcQPQohnhBD5c7y6QDTt8XfOB04k069k3DX8phelql6C5UiihFCDmVPQHEVH97C4e4XzT/Zc82TW/S0pwy+ac3r8jbVVNMkwYwZ1ViZUFcEr9q4sdvqze+IfREMDM44xr9/+3GidlHGdAMBQImjYeRuL77/0Tl7mtxn32UoA3YOwV48z/z0AfmlkFw5rS8JyOF6dQn9RzzRn8/Zd6JKLpKaRXXxufMuX/Dr6QN4uaABjYzMYai7qtF0mxe2cPKqaAOgRvnDGYQY7L3ZGWpZwoDoNzUsqthZGx8TqWL3bdwx/lWdTHxmV+bwOjBvq6gXNW5lpzSFl+L0Z7ZZwsqVpfZsOd8kxnN7s8QshhgAXApOklFsDKtA5naMbaE5kD/UYeik1lGMlY4abkuGXVoI/av8iuDxzI3QpNNdI5mEnfmBQdE7W/VXaYN6wd3I1bnK4/NGmWpqIMLqy8xdfUxT+bJ3O3sYdAJ29tyRLy7bn3/a+WQ1/PFVZmcheqAQQNJuIkEU6t3Q/ntIzN8telzi1rjzAt05maYSOJCybP2jPYqLxG/OSdoZfJA1xWvIiA2MSszg89gpkKKjqyLELruYU2bnLlJEK0Xkw/DLSlxONq6kZMrnTvhE1H/OgflvaS85Jsbs+VGrVtN/uONi2nW6ykw8tmTqayihqix1PziPf+keSlqIR7g9rZrduTLZddHq7x49bPxAWQmhABPCm5FUg0SxZPQDz+uzBAepDNJW5sq3GJmT4MVs4S3uTQHXmhhlSDaB5iGWr2MgcQlcLg5tznnkxi+XAnKmz09SJvBY4OKPCoaoIbFS2Fgv4IHAJ+vLMDa3DTYsZLlZnvZjTVZF5DL/qJDCzZHvMLduNl9XOMtbrmngy5/4i7UVvx5sOPzijGCFcocJ2GShJQ2xnkVKGZHEd3kI9jqKjYWJ1uJ4sI06TDHvyjNN5/BnCcmmRPC1/PQBbHc21mz/PSruDIuhPr/OjehJD4vPyjwHogRCOFOkagrYYaHxob4NZnLstZYpo2RiqZSmvv/Js2tl0BmzDFvHHWNZv3RUHrnPDL6VcDvwdWAKsBBqklP/reJwQ4hwhxDQhxLSqquwNOHKR8vgzdYjSFAXLdtIffkqjZVNAJB+7lSxxSanoaSG7XGjYSJHd8GttDEWuJ6r/GLvy8cDTsozhGgEFyShlNTLWkPG4/ebfyB36vVmfLFYGR/Gf4NF5OxwpTvYU1VKnkUGmhyylHmbFNv/HY9aBHK9O8XS81VLLVspCxitLODKp0ZNGD7NK9KfZzv531J0ECQ+FV+A6DQEs4h2ezBKh/kxIPMyCYcfkHUNVBG8GLmfQjM5yICIlnZAh66oT4XJi4UHE7fbfCZkMWQmPAoBy0pmMTjxJnegsKR0rGcVp5uU0V+YuBEsRCQb40NkGYcXT64qGI0kQQAt4m093sD5CPX2AnwGjgMFAkRDi1I7HSSkflFJOklJOqqys7NJrRQ2LSEBFybBYV2Gu5g55M8Hln3O8OoWtpLe7f29AWEnDH8jsfX075BQONm7KK2OsYoOS/fG/iBa+Dp7D6epbnTzAFFJKamtWM6Zv5gs55f3Fk3nUdpZGKKodJ5FB8iHF8tBm/DP8KyjJvaCnOgnMLDnb+9U+w7/M/AqfPU11s0GcIAGPGUaiajaVyf4L/URD+wXwYDHnVT7GO8EDs5wNukxk1lHKgKPo6NgkOqQspm78AS1/uEgRgsGiGj26svM+K46F6q1hiWWwX9W/2Maa0W5zql+A6tHwh4M6IIgZnT/v1PvKFmLsSCSg8jvzN5xnXkxjUrjQWjKNP2uPU2rXexqjO1gfoZ79gYVSyioppQm8CGTO/1pLWgy7Uz/ZFAHFZj8xDW35F9yiP8g1+uN5x4ubNnve/D5v/dD5C7kxkepvK7IUO5nhviyUg3KGZxxHslz2IxrM3nXI0YvRcJikzMn6RFXbYvCs8wdOWX1Lxv3lEdf7Thl+J8sipGbHMXIYJ1WAbrfkbZY+KzSRLwJZxLvUIEHMvJlBPUlT3OTNh6/hXO1V1/B7mUsyg+QVe1eesicT7JDyWhTU0k/HmXAkGF6VI1X3abGjx+9UzeEf+l30bZmbdwhNETQTRjE7rzsojoGBtzRMFI19Vj7MrrJ9YZSdDBcJzds4gTXfc7P+IFpz54h0eMGbfBq8gNKoN4n3SECFZKpDQyxZSLbye87Q3iaieJAU6SbWh+FfAuwihIgI97l8MuAhubdwrjtqaz75Q5Y+Uskwx2ffunHuoSKzomBbltXFWFob49wnv+62OXYbsTp4/zrw0ChEmMlmFlkM/4CWWZytvpa1kxK4mUHHGtfw1ajzsh4TCmg8Y+/LwcqXhGKrMh6ztC5GqWghWJS5XH1onwjvXLIXFxy4NdCaHdIRzYmTyJEcNshexqtNP4eZr2Q9BuD14uN4ofiUjPvSed8e2lL2FKsbE+ynuIZMERIcD8aixe0odoN5MgkCnapMf1/7FyY3vZz19NsjF/Kn4fkdI4AftrmK26zjOnn8snEFR6ifU5RFUqMtqiKIyhCK2XkBd0rZ0VwW8lg9rSg0ByqplLXINjdIJyn7oXj0+EXjSk5Qp6BEO/enJlrHEFGDpnsbqyioUUozLwWuZswrR0P1PBIx9zMJFuVudNOdrI8Y/xfAC8DXwIzkHHqkl50QImtLNKm5Rq+PcBfKdA9ZLKk7NLSmim4wfHADfHQzzMpt2ACWFW/F6MSTKGP3y7h/aMM3XKU/jZXInjmRaoSdKYyWIqyrTHEmogknq0cUS5iUEEOEs7fk22xACbuOH8m79nY06pnDfpqTWc8/RVo90chteCzHadd1qy0yZSjyPDX0JAnLpli4N7+YDGRsVtIREXfTEGtx02s7Gv4x8R8ZbGT3WG3HyVmv0ZbogB34UY4ibrb3+O1E7nWltihC0EIQNYPhX60O4KfAVp7mAhAN9KMf9XyxsDUVM953PA9ah0HQo6FN/t2tTAvgKamQoLeMnJCu0ESE7ZR5lFV/A+//DSvqhuGKinM3a+9O1ktWj5Tyz1LKcVLKraWUv5BSrvsrKfkF7INrCLykLzbEDLYR8wlisLIhv3rlOiXhfnne+iJ/2bflSFRFzZqlIVMdkPJ4/E/oN7D1yuyl6uGARrN0P+dMF7E772YUIZHB3F/6QKSUs8xLWZIl8+Gl/ufzhp49Tm2q3rJ6rl11Hr9ryNIjWMmtReOFu9+fy/TFXRN6W1Ef48uFtRQT4/Pg7oxPPIap5k+PVGO1tMhgugtdx3i0rQRRnOzf52Nj/+Gwuic8zbGy/nt2U34gYbW/nlLpovn69gJoqmCqsxV15Z0N/Kimb9jd/srTXAAsvZgSEePnD37OZ/Ncjz02YAeut05BZFnj6jwh9zNe+NO3vDu1w2sn00oVj4Y/ZjjItmb3iDux403EpU5RpEfKmTLSqyt3c6GoOgudATjJj0DHbvc4mAm5cgavBP/EhdqLWfPJ1xdyD7foqGnZzLzHDmicwbXqQ9C0OvMBSQNnZ2pbl8R2JLsqMylNZF/vCOsqy2U/bjBPYmVgeOZ5J+rd/0N5DH/SS832uU+P7MHswJbZ56tGcBD58/hlLGtm0IqKnbjCPBPbY4ZLRxxH8vf/zeHY+z4r6DwzmX22180fcM2rMykRrY0/LA/ZaDOHn8ovjCv4/YGbs/WQ0k7eu6MGUW0j6/d/kvU1W0a9SZqMmnUfV2hPt2v6Am0Nf/58d0UIbrJOYtb4zkKB+za8yOnx/FXlKSytiGLcp41lde7/VqKFEqLoXtVjk4b/Fv1B9n+7fTN0aURxpEDz8L4ARvZzj7vUPIdXBl9MXCvBNA2aiFASWncq+Zus4dc0lX2N23nAPpxmGeJ087JOj6cdWS7cgpAQ5gZn+GeaA7jMPJvXnV3zHlseXcyJyntpjZBOJD1+O0cYwbYddJE7qyccUKillAfsI1ijD8l4jCHC3GyeQKL/xJxzDmoqbwX+wPazMzTPlpLS1V+wdVF2TfmikE4LobyG35Wazrzo11i6Oc/YkzE9NBPJREssRoCkTkwBC8Tn/ms6V744I73YbkqNYdZi7tDvxm7OEHfuQK1Wyddyc07dZQSvXbBnpxubowYJYvDJvOqMmVyatLA9ZvUILYiO3UkYzZQqq2U5aih/w5LUjcnJ8Blp0vCcYQTw+bbXcbDhPsFJ3PGKpt/HjNBZBFSPf4NAMdEsi9sNxWN4xdmVgO7NlG41uIyv/3QAz9v78O4iiyV3HMBXm1/Kjol704J564JN1vCnCn2mOluxdeIRpjpb5cxsAKhOBDClShx9wyr4chzmv/sInzlb86k9Pu/h6f6h2XKh082uc3j8KaXLHAVcYV1F4DBCrMqqYx/TyrjXPgq7Mve8A5pCEINQvPMivG3GuaHxco5SswvLlYQ0nrL2R044Iefr6NLM6tEXOU1MEAsw4h6qRjOgvPFb5oROY3OxlPkZdF+ysaQ22k5aeG/jDj7vdwxHqZ9hx+qznuc4koc/XsCouY+yuViadb2rsWQsK2RffvHwlzzyaeem4RrZb4YdUbQAAcxOHv+K4Yezc+JeKM6vj6Mqgsu0Z5n83hGd5+IYWDl6QHQaK1iElew3lbqPOJbpeuleUkIB+o/j7CEvs9DpPPfFgw/hYvN8Amr+NNUUFUXu/MtFE5u3TMdqWg0ISoIes5W6gU3W8KuK4Db9Xi5UX2RHMZsz1dfTMs7ZGLvseXRhU0Jsg/L4nWgdRy74C6eo7zLemZfXmxRO7urHVYP2Z8f4PXywOsLMFZl7mzop3ZYcBiGkqyhIPgz+ll1qMq8FOEbU7ZxFnmbsiqCBEgJGfad9S1e7Xm+fsuzhouKgxo3WSUQrO/b4ao8uTRw1s2EZXv8Vrwb/iKxp34JQSsmHc6oydoxqi7ZiOgA/Vz9Ihx28ELdsVje2j8Gruvu3s7M0pgH4eF41D73+CfsuvpOdlVlZBey+3flWXrD3YhA1LKzufFPTpJWz4U5bhB4iLIxOHn/qeumYSpoJRRHoWIQzZIJpjoFZQKhtaO3n/FV7FIGTrgSWloGJiu6hpiCFaUved7anSbb3/FPvS9e8Nx1KsUS6EYTdfvgT56qvUOyHenoeXVHYSizit/oLPB/8K3/SnyKax/BPXu4mH5WIKAurWzjm3k+ZtyZ/elpPU1/vGr6faZ/zSvBPmHluSmm99Cx65CIQoZEi9nxzf5bed3TGY2zbZoYzkkQ4e3FdOKBioxKXOpqdWQumfM0XfBq6iEhN/rWJZrU0o+FfsNLNU6+syN7BqDikEcQgPv8zaM6euvu6tj8LIplvDqlKT6vDovd7s9Zw2iNf8sgnnb3ltqTi8v+1d/PsOKyojxEzHKqb3b9ZBY3cr9/O6LibhpxrAd52HLZUFgEwV4zKmoFVqhi8HryKqaELGOB0/mxaCBPXPGbAFA+gHw0YZvsb+YD5L/CgfqunQidNEUQJodtRcNp/Tpo0PIedAPo0/cQvtXeIkCBmuDcjaZuYaFklvDvhOJxfcx3DxBqOMa5pt2v3ry7gX/r1ngu42rJEuk8QI+umsrs2q6COdWvLJmv4NVWki4JSpPJpM2JbFDmNPGPvz1Xmmfzx5R/4ekk9n86ryX7OOqKlwZ1Dg+aqW5pZNOtT2NK9sLKFenRpcLf+D4aIGg5SMy/q2WqYI4zrWTLsqKyvE06GFloIoduZPdyU9K4ayO/FxbQyQmZnyYb6BndbWWlJp30pSkI6/UUdfZ87Aua9l/W4u7TTmVmeufZDJJ+QXvxqITXNrQZ3VdIbX5DBW26H0cL/7B34To71FCr834+r2O3G96lu81oVopGD1a8odtxQUa5aC11V2EIsBWChNjLrcbu9exQAURmkr+ysQHka1/DqyKvyzhfAnHgaRxl/7bReFmmYw27Kj546VSlC0CKTmvwd1qGuC1/Gfyr/z9NcAAi434liYulQruvxa55F2lAUdjc+5UB1OocqX7TLWAomqpGIgg3/rcdvyzJZ6SYcADVq19QJusoma/gtW3Yy/GZLZh0YIN0GbmVolGs0k4Q8Lur0JM0N7txaAu6Xx4rnjh9PqTiegyPPgp55kVLRghygumEJQ2Z+HE4tNGo5Lp604ZchAlk8/lRjbsWD6Nac8ES+DHZevLaTGSNaKHtKXUlQw5Ra6oTMB0mJYsUIKJlDNqmCn/d/XMohd7auJ6TWSvOF2N7f82lus45nopjnSQ12Woe0z0u0F3gzcAUARngAVbI0Z3W1piiMUVawQlZga9kXVdXk32BC4iGqyyd22u/k6bvQlkC/kfwoRyFite2qioUZI07Ak7FNefwA85a3zzxbzEAawvm7w6VJ5uoXixh3vDuXO96dQ/XgvbnXOrIgYy2TBvoS/T9Ea1r1moJmA3WUZA2jZePYHYay6+aDWam6Ms1L9OytL3uC9W+11hMx0yYm2xsbI1qf8djaFoObX3RT8HYRMzlTfSO9r+Mi1vog3uwaCCPsPjqaeRYf8zVQUdt8iavJHDeXLdW8GriSISuze8+hQBuP38kS07a9e/zf9D2cO/UzO22vVgdylvE79OE7Zz23OKRhksfwJ5r42DqZvWqfy7hbScbVdSzWNCXY/cb3+WpRLYrInoXSlnpD4yztDe4J3Okp1JM6ZphYzUBquEh70c2kAqoG78uOiftpybFm4UjJaLGKec6QnA7KyuNe4ZDEDdioGW9I1/MPtq/5b975AgTtKNdpD3Pqx5Nh3rvp7elGOR48/vKIjlmxOf+x96SmpX349SDjbbaIe29RKEKtHj/AHe/OpWrAXvzTPrwww9/mT/vpe69gz3wNcA1/vSzy9L46UhLSuEs/C4CVIQ8dxbqRdbeasIERM23myiHsw3fpbU4W5ce73pvL7NlzIQDj7VkMUeeyQA7CQiVujgPc/r6rGuOMqcyfrtbdLCiayN8Sf+HcPjbUkLPiFmBS/ZscmpgO7JNxf0lI57DE9bwc+FNWlU5pxpmgLOJ7K/PiL7R6/HdZxzAsPIAdM42TDPVoHnTa+0R0Zi5PuHHfNsVnjYSZwiS08sFZzy0Jaa0aL9kMf3K7zLJ4GC8bxYXG/zE72WFqeX2MrxbVUhLUCGDmlc3ZeuatlIu5VNDkzfAnjfDHwc7CcFqkDGjJmcdv2A6nG1dTSgvlOQxTqN8IZskRvB64gpb5OwIPt9u/n5jOT7HM6bgd0aXBKVrSGRiwdXq7YsWIywDFHoytEIJzfvlLJt86gjus9uG73xiP833zIUBmNddOY4VKMKVKWBg8q/+NalmKjN5BPxq8h3pIigUmP+rD51wFc4A/1RC0mmigpEvx+ZKQhjSaqFX6UFe0bg3/Juvxx02b66xTucE8iQ/tbZgUv48VkXEZj1UVwVfOFuwYv5c5xbtQIqJcpL3IWeobJJKxzDMf/4rJt35YUH52d7HGjPC13Jzo0D0537iAeKh/zuOHxX5id+uLrPtH9ovwoxzJn6wz+MSZkPEYJ6UJlCOPP5L0+N90duabwHYZj1lZvDXXmL9AzaLV05adjal8nDgeqma3265FV3Og/h3Es9+EioMaRj6PP6kDJLOEnUSkH684u1NF61yX1sYI1c5iTug0tmjM3NgmxcTlTzFSrCIsjLw3Z3A9/r60d0am2NuyTPajRDbzT/1WAiuzF1aZloOJRg1lBHNksKT6VWjYFCXaL+5KKdGx3NaLHhBFbUT7Sls16pv1ChbIQZ49475FAQQOTXXt5xMge9ZVJszBO7NZ4gm+crYgRIIKmhg3/S88G/hbQR6/UpRBjLBhKV/3P4YZIn8v4kyUhHSejU5ip/i9DBvi7cbaXWyyhn9oH7eC7gH7CE4zL6eaMqJW5ru2lmwGUkU5ZrgfFaKZicp89la/J55c6Jm/YD77KN+uF13/8JqvOUH/BK1iGK85u6azR7KhOkY6tzkTA0pc7/tZez8uMf8v4+O/k8zjFzkuwpTHP1RUMTSRWfa6KjKGR+1D0MIeCnvCpahCYjS1788wsP5b7hU3QmN2rfySoI6BxrsT/g7jOueHA2ndFVvLXIUZkAl2UWZSSWvsfVldlLIa96lxQsP72SdvGajSZqVw12G0eH7ZBsNymKT81Pq7VJnqbMlBiZtwQn04QJ2OmkExMoXatJI/af9ic7E0rXKaiVS/ijpKCHXImnIcSQAL6TV3XgheJNk567O705unjL6Uc8zfeTa2pSGdZwLXs9e3v2/dKCUhDKQHmYoUAd1Vw5wo5jFRWcBu6kwUo5lmwoUtyF4wjQV7/yP96ww5Glk6mNeH/Z7PlR28j9OGkuQN13IkZ+zurQ1kd7HJGv5jtx/Ch3vO4sXA1RQR47fac5RWf5PxWF0RnKe+zCXaCyih9mltKY//b/pjPBa4mYSx7mWHRq96mz+rjxJ2ouyq/IjdlFtpVJFm1i5T0Fl4LVN9QyqPX+QoXEkVDF2ivcAfGq7NeIweq2IzsQw9Vzf21LGlbr/daG0HmYiUYmeOcFFxSEOicPOSzYmWjsx4jEz2PrWzdImKmLU8G7iWfdTW8ODyuhhmMpe+WeYwSMnslCrVfRrT4p2zZzoypv4TjlI/5TfGRWwbf5DzzIu5Qn+G0WIlSlIN0smRx69GV3Gm9iZDRHW6aCgTqb93jSwhYtW322fZpqullCX1NxN3F1/IGm0wrPw2vc2wHYTA8yKxoghWaEPo19KmtWeyktzx0oQlSdCJc4t2P3/Qn3XPlQKZaKZZhgoK9RAswRrbqgX1hLU/jXEH2zK8p4V2IJW3P6Q8zOByj7LX3cQma/iFEIyoLGN7ZR6vBP7IhdrLVNR9l/HYkc3fcJn+HGeqb6B0UJFMJC+8Lxw3TGTkygzqIVSjkRZRTEl8Bc8EriO44sucx2uOiZ3D8Kc4WvmYb4Ln0FLT2au0lACfO+Ox8uTxg5vVE5KZF3e3WvEi7wQvcyWG8xAsdw1/vL694U8LwOUQ3UrFYCurpvL+R5krfK1wX+62fkZT0cjMY6QXd1vT+ZbVx4hbsNjpz4ORc7JPPnlzmh2ayNnm76nSMzeNb8vg5h85SJnGO84OWIEyGqT7/p4OXJeei8zRAN1Jym8n0Ombw/AD/N++Y6iTJRTZ7b+/tmmwyBlAIlCRd74pthveh9VWETLamup82KzLuFD7b87eyx1pDAyiyG6EVD/gZB8JWYDh10MRNlOWs1PyyameIoTRRDORwjz+13/P5g9vwYGJmxgZf4oAFmV/H8g13+3NsGj+GpRMpCQaUvo965JN1vADsPlBAIxRXEOiGJnTIItt97H8V8alrBh1HDeYJ6X36ck0z9RFaTTn9+S6G81sJK4WowbdL1CuxtkALSJMnZr7Qr78EPdG1kc0E23ufDOLFQ3n58afaB64S9Yx2ubxR2SWOTkJLKnkXCtIUVTeH0OqWA3tDX/IrE++YP51gvv0O9ls6fMZ91klw/i7dSItxSMz7k8Z235t4u6G5fBveQB7G3fQaOS4eZkxHATNkWF8ouxIs8hec5CiNLGa1fTBQmNE3yIacL9jJSKWTn+Vdo4nzKSHnJA6ffIY/ksPGkd1vx35IrRHuxQWSw2xj3E7c4Ydn3e+KXYc2Yc1djFGY2tIbnjjNwxSClMljSez1Ghy/94yUMzu8Tv5adCRnscI6BonGVdxn3UEa2Q5L9l7opkthYd6pj8GQL0sBgTX6Y+kd62W+b93mUjJvI/su+6arKfYtA1/uasY+YUzjhZCaGbmxUHNco3WctmPcDic1vDfJ3FrWuP8at1VDLSjXZPcXRuCdgsJrai1laKRe+Hw/pILua4yg9hZG87dewzn7O8u7CainQvbUvIEubIZUqGeJhl2u0VlEH1TbO8dlQaWh3nQPpwlka3bbQ+bdTSJ4qyVyCmeP3dXDLTWhekOGLEm+tCIni2PP1zOt85oLtL+w2RlOotCJzNZmc6sVY0conzBNQ1Xdao0TdN3DLvpL7Cg335MVr+mqCV/x6YKaw3LpbuoOLJfhEbZ6hkqeojFTn8MJXuIQBbg8QN8UzqZu4v+r7UwAbCTa1ZeQzQAk0b2oY4SrJSAnOMQsptoVvLf7NpipRqYJ9duTKmwnEqcPBLebRFAjBA3WSfx1B7v8DfrFzweOJGX7d0LC/UkiRLk4K0G8qm9FbPEGA5I3MwjFx5V8DgAe23uPi2fusuILp2/Nmzahh/YIv4YJxtXERURVDOzxy+Si34thIgE3dL/RhlhkRyUXhAuwr3I7Jb6dTLvtkTsJhJqCUrS48/WpSqFq8fvIaYecdczEtHOHn+o6nveC/yOsurs3chURfDZ5fsxakjyAs6QdaM4JmaOhu1tGVQW4u/WiXwTad+p86XwUdzR75osZ7Wy7dByDLSsevrqj//hm9C5lFmZFS91XeNU40pW0pe9FTeX/BT1PW61b+IG/SF2cr6DLE+NUkpqYyb9w5K7uYkxtZ/knKuUkv5yDSukW409fmBp2uMHUCJ92Nu4g+XDsixU09o3wECnoih/eCSsq9iJOKxoXeuym1bztH4tw2q9S0mP6lfMEjGEothK3rv553w8Yx4KDk1KYR2mgoO25DbrOJpCyfqUpjWcp75Mv/giz2P0iQQ4aafhvHL+7py37xhU4fBA06584kwozOM/9GbQI0z/21Hc8fOJnGpewaGxa2goHsOWg7vWOWvzASUsuvEwxg9ad523Umzyhj9BABuVqChi14Y34IPrOx0zv2g7rjTPpJkwRQGV26zjOcr4K+dorzEo6qYWrk6m+DWWjl2n8we4WLmCN4b/rrVyNY/H/8umhzih4dG844YirodmZPD4hdnMGGUlqszdlGRweZjFfXbhD+rvM8bghW1gevT4Q7pKv7BCY3X7NYfFzgAWF0/Me35AU9xspixy0zJltLOsFeiqQjMR9k3cxtXWGTTICCtkX3ZXfkg3PpeJzE+NsWUz+Cv3M1BPVhlbuaurDduhRYb5KVkzcOg2g3js7L0BWOgMSHurubLI5vTdj5Hxp5gjh+Zc3E0RDqj8IvoYPHJwOq4uE83sps7stOibC1URfDzwFzxv7cW4li95Z5rbWbVZLazD1PjNNuMu6xi+aXLDkk79ci7Tn6NffLHnMRRFcMMxE9hmaDnBGc8yP3gqezjTKaW5MMM/6Vdw1UqCuk5IVymPBJEoVJZ0rTfD+ma9GH4hRLkQ4gUhxGwhxCwhRH4R+R7i4dMm8e9zduEvFTe5G358udMxywKjeNqejIVGJKDRRIQ1spwrtacZ2/ItAIbUeMXelWY9e/PxXNQ0J7pcA7DILMMoGkJAD/Ir4/csHXJozuO3NH9ktJm/6XVp/+G86OzJ24ucTnNLLSoqHrI9GsLD+Z/cGTI0q5hWfjB3qGfkHSPFX/XH+L9Zv2i3bafYR4y3vLVtttCzevx2suI5Wxu9VEvGVAXwCtmP/bVvKRIJPnXc8FOm9RCA6Kq5/FybQl/dIkYQkWjKqQYbM2wONW7gHvsowK2J2HZ4H16xd022sxQ8pV/HkIUvZB3DtCRusENQGs7/VBXSVT6U27mLqAs+AFzJa8BzHn8K25GsoB+DqOWnlTXMD21FjZq7vqQj2w4ro79o4P0vpnP/h/NbpUj0Li6GJrvuPRL4Oz9Tp66VKFoqC8c3/IVxJ/CWlHIcsC091GzdC5PHD2Dn0X0ZJVwvcsZWv+t0THHLUrYUiwAoCrpx62bCmGhpT6hExNhKLEKpm1/wHFY2xNjlhvf4aG7+phodkVaC050XGWHMQ1cV3ne256PqEr5fVp/1HFfhML/BLh04mlX73cFjC8uYt6a9hyptN7NFeDD8EaJMsr+D5qpO++aFtuIDfa+8Y6SIRQZT6tQzfU6r13d+/CH2aHojx1mtXKedxzv9fplxn51oJiE1QqHMcfNUx6bNxDIWhU5mvLKEgbiZK5+IiQA01GVe3I+2uJ9fUUkJURGhpraaiX/9X9Z5xjrIGod1laCmcKF5AddYp6GqCjsqswk3Z/d+B9dM5Qbtn4SJ0yfiwePXVaZaW0BRJXx0C9hWuqevKEADH+Dyg8ehVwxHEZJ/mNdwbeASfgptU9AYJSGdZ4pvZ78513Ljm7NZtcIVnLPCXXOu2vbYjStrl0kzYYj79NLXQwhtQ2SdG34hRBmwF8m6cCmlIaWsX9fz6MgpdQ8AcOX/1iA7hAL2XPMvHgncAkAkkPKcBI1KGcV2PQDv29sxRllJ5bzMGSO5WLCylmvEP6ldUfhNI95QxWXavxkem4WuKeyuzODrqe9x5N2fsqYpTiYdAQ3Lc2ONPcb0RcVmflX78FHKa1Y8NLMYIlfzT3Et9uLOceJ+0YVsLrw/ui8NuqG0e599OTkRSRmNJALlns6fF9qKherIjPucRDNRQulspI6k9NzjbVIbawODWSb7UTRiB+Y6Q6iPZU6vjCUbapeUlBITEUpEDNOW1LZkWWheM49/B/7KJOGGEkO62i4VUlcV98nDMrLKP1Q0z+Ek7QMe+uUOnvLEwwGFugRYk//qxvmXTG2tE9ALM/y7je3HeT9zQ1P9RT0H1j5FoAuLqYPHbMPmqpvVU7s6Zfi7qGQZbC0S7KirXyjbDisHMte4bAysD49/FFAFPCqE+EYI8ZAQotOztRDiHCHENCHEtKqqzp5id7Ms4X4RXg3+kbnff95un2ZFiSYF3VIyBAAtajnFybznP1jnUCVLEfH6gl9bn/UiJ2vvM2a+t4bWbUk0Jp8SIn3QVcFftCe4WPsPAE3f/heu7d9usQ5S7QU9XMhSsvXT23OZ9iyLatob/niggvfs7SBUnneY0nJ3gTIx6y24Z2eItWY+HbHmfq5I/CPbqZ3Ybud93P+1JXy3tB6MZgJYGB7zzHdmJsMbMjfrrhq0H3dYx2btVDWwNMSZe4zigXNaC3n67HQSAw/6LUccegQHGLewKJS5k5hW/RMJqVFSXsldZb/ndus4AN6dmbnvsd24mp2V2YSEeyPp2MBEUwVNRJi7ZDmb//HNtNZ8W0Qy1XP3LbypWaa6SB2TeniqW4gtdGY6I7ALyKRJUzYs/eNJ2gfoTu4040yEB49nINVEiBOtXYEtBU6kb+FzAQi2ZhU1OGvnqacWZCNB781cNiTWh+HXgO2B+6SU2wEtwOUdD5JSPiilnCSlnFRZ2fNa1S9tcQtHJf4KwCdTP+U/05cBcODtH1Lf0JCWiW3rDcb1ckqd1phuoyxCNbLrxWTDqV2ILQUfDj6r4HONpqThD/chqKp86mzFrspMghjMbtDBNlg5p72hWyUqadQ9xFuFQAmWMFxvZGEHj7+6fBvONC/F6ZO/1Lyiwr1QIz887ersrGmN7CnSxPIQdkqx9/ZbUa/1Y1BsNj+751M+m+F6xGbQm+H/hfEsh9c8nnHf6srdeNw+KF141hEhBH86fEu2HFLGJcZvOD5xNWL/q9F2+z/6FbuGpK12foqYYbN82SLelTtS2bcPS8LjWSBdQbnnpy/N+FpWUin20ElbcPaeozoVPumKQrUso8h0Q0szFq2CqfdCm4IuxU5go4DHFoM7j65gbP9i5sTKOKH4MYwJJxPtuxWHGjfQ3C+z1lJOykfAr/5H7bADAJi+ogtV7f02B2CH4mp+vexAdkzch651sUVhuAI77H4X19rjH1rGrcdvy9WHb7lW46wv1ofhXwYsk1KmVMJewL0RrFduOWknHrvqHGIygLPye373vFvFO2d1M0XEieJe2G3lDJ4f/Vd+La6G+qX8GDyDMcpKtCxZHbnoW/sts+QI6qzCm3ibLe6Fr0T6omuCd50dCAuD3ZQfuX2GO+d3ps3imyWtXvb52jW8Peg33l6gZBDD9AamzFnTridxSoLYywJZZb82N+6tj4URremYquNtvaEtbw85n5ftPQDJ9JlueMz2ULwF4CgBhJM5HCPrl1BJXdZQT1tecvbkK9kq6lehxng+cA0VC19r/3rRer57/X4uaTwZccw/KQ5qjDdncrDyJZGAyleL6lhS09kTtpOGf5uxw7jqsPbGZfK4/qiq4HtnFKtlOQDN056Bt69oJ2An7ITnGgmAXUb35d3f7s19v9iRL6sD3Pz2nDb1Gl0wFVoAhu9MxRnP8e8DpnL3yZMKHyNp+LcJrMRBoZbSLuXfA1A6CHHOFH5v/jrd9rCrCCE4doehlHtYO9kQWeeGX0q5ClgqhNgiuWky0LWa525EVxXKi8PME8PZKhlzTvUNjYgE6BGePqu93rsTqqDB0iDRRJFwvRktQ4eonDgOQ6Kz2FpZxI7LHivo1DVNcf7xmivPoBZVoKsKXzuuUuCuykxGNLnNVI5qehbx0H7peL/lSFSvF0/JQIaoDaxuTHDLW61GZdCyt/gieB7B5mV5hxjUp40A2xbtM460Aj1+gMWDDqFFhvgpeBqTFj/EgYmbqOnrzag4aiBrCuo2X17Knfo9ngx/R1Q9xI7KT2iN7dcrnn/tVXb57kr2KFnNIdu6IZd9ml7nKu0pdh/rLlJ+dPupvPbg1e3Ok0mJcL2o/ZPMohsP4+HTd0RTBFdaZ3OldTYAdauTBWEVrfK+llRpEIXniO87rj+3bjEbfeqd/Pjpq7wc+CMlHgrOsqIonLj7lhy2zaD8x3ak32Zw+B0cN7GS6eVX8LdRPzBhaBfCTqmp9BnOC/beNLLu5dM3JNZXVs8FwFNCiO+BiUDn5Pn1xGJ9bLJPqWTuSvfiu9k6kXf7nspuY9tnE4yJfc/v5ONYLW5mx63mcXw05tLCXtA2+I92OACjG3Nr7HTk+WnLeMHekx3j96KUDU53LqqSZRytfcbDgVsBKBVRJioLoMZVyLzXuppdar011qBkEH3sGm4veYq+S1uzUBSjmQGiHsWDJ1gW1vlAug91dbM/Qr75h/Q+VXpfaE5RqUUZJGoRSHa1v2KOHIoa9mgMFB01i8evWFGiBAkF8r+nA7YcwKUHbdG6QQtioeLE2j/xOSvcQq/DDzooHa5pJkyxiDG8IgJITtXe4/AVd7Y7L6pEmOGMJFBcnvH1UznoW4lF3Bh4hAH1yXWc6lZRs5f7nc3JRQ/lfS+ZOKpsLr8KvMu0775jorIApQs9ZbsFRYXtT2PUZ1fSN76YX4i36F9S+JNxW54+e2fu/PnE7pnfRsp6+WtKKb9Nxu+3kVIeJaVc9zoHWfgxtB3fOWP4IPBbAm//jof0W5jmbMGCotZOR7/ZZwzbDy+nj1XNr9Q3sH98BYD/OZNYEi4s5ie1INfGjuEte0eKrMI+hrGNX3CHfg82CkWhYNqwHG1cwytF7uLh9W10hZzFrl78Dsyk3Myt4JlmzH6w0znsLr/m5Jo2i7COG/ZRtfyPukII/lZ8NXubd/HR93Opm/5Set8Txb/i1eITvc0lyZZ1H3BP4C4esQ8B4BLtP0RUbzUQUg2gysyZGKoZzZnV05Z//nIS/7dvm2I9IYgrkbTCZ4qB8fnUqv04YFLr96JRhugjmjm48QWCtN6ERl7+enqN4KcBh3KEcT2RcOa0Q1URHKZ8zuvBK/m58i57CPcGs/yJs1hWF8V2JKbldKkJOIBauRmVspoJwl1/sou64K13FwuntP68g7cGLLnYbUw/fjZx3erfb2hs8pW7Hfk4sDtnm78jIhKUVH3NPsp33KbfS1msdRHuDweP48Xzdmd1/90xpUpw+oOAWyozevXbGVMos1G/cgG61UyNLKWkQMNf2TCDQ5UvaSHUbkFymezP0GALplT50Gm9YcVXzgLbQkV6L8jZ/EDY/8/M7HcIFU4dVatd3RTppPT4vS0cDiwPs9juxxLZn1KzCpJ6/t9oE1nQQXsnL2XuRTsu2Uj8Iu1F+pZ6y8v+ZMjZXEznWg0A3WqmSUayZvXkI6FE0Kz2i+B9jNXUBtp3Bpsi3JDhjnNuZSuxiIetQ5LNxSWzV7pV0qksnVxzCdD5yaVfbBF73fQef//fT+xX+yy/TjyS4UwPDHfXYY5SP2EVFem2k+uFSF/Y8mdw1SrY4fT1N49ehG/4O2DZkgQBpjub4yRa+F6O5nD1C/Zt7Bwa6dO3P18m5ZgftQ5iL+U7jpr/p6x6LZkIvHw2Twaup1aUUSIbwemclpeNcNNCVtCXBIF2aaYTxAIOqn2aJrWcnZTWuLxRvzLdfcopsCCndsi+KEJyx11/pyFmIpLZI5rHDItBZW4WxVJZiSYczHp3bWDLxDeMsDNntmRDLU/Gytvo4vcv9fb4HysdwXdG5vRG3WqhRRQo19uGFcVbscRqH5Pv56yhJdRegvk7ZwyHJ64lUTqS+wJ3sEAO4hNnAgEsmhPu5zpp1k3crd/Z7u/aEU20fldk6VAWDTiAoDAZRA33TZlPn+ppTLQyS43nZcj2oAYpFTGWyUq0ri6odgeDtoUTnkhX3vqsPb7h70AqX3qOHMpQUcU84SrnZQrDbNa/hHcdN3b9mH0QDakFo7jHBd7mKiJrvuZ9e3ucooEsFkPz6uz8f3t3Hh1ldT5w/PvMmoSEhCxANgxJQGQT2QOIuBVQpNaiFG21PShFtOJeUWlp1bZif9blVCutSq2i/upWlCOIKC6/IgguEMQgccEgECAEE0Ims9zfH+9LSCAhk0EzIfN8zpnDzDvvTG4e4Jk79733uQ113v8Vn4esr+BHJIjsoaROe4Qb3NaS/qXBYVQk5IE9t7u1S/DduUP4OJTPFc4lbPqmkor4HiwOFiHu8BJuZrJ1XpmxZvhU77Rm49xUdQ9nV73Y7Oua4kmzqqouCpzBO8H+bArlhr10vueBTZwvK4/cVcwYXu1xPSudzZeZbslrff/EH30/JmTPhAkEQ1zkm8v7+Vc3Oq82EKTY5FNbeC7dpJK73I/xQnAMK73X4SuzEnVKdSlZUnHUD6GVwUHscVvfJqTXWezofQkAeY4dAHjxE5AIZ524vJA3BoBVob6RzepR7Zb+bR7mL1MHMWVIDqtD1kKcfZlj+K3/Mh51X3zEufkZnVgRGsJuVzeyZE99TX42L4U1f4fKrfDqLVCy9IjXPvLcK6x96QEEw8rQyZTmns8F/A/EdQZ/LcE9X8Bz02FzM8v6jSG19ms+NwcT/6Ehlw0mH65YAb3O5kbHzSwNDmOWfzZrc6dj/AdYG+pNdVzrxmzTEr0sDIyngiRKvypja9oYrvH/Cpc3vCGWzBQr8W81XSkJ5VC936oB4zat20MVILFzKqNqH2Bu4BfESR17TRKpYU6r67P3DX7vWkjN4QueRFiVfA5b3E3vuxyOlAQPIQNVvgDs3kL11xv4xqThTmtcdvfgbDFXhjUDZ5tJ40rXYrKkgmEbrCqjcf697HMc/YL1mj9eTOqtn0D3ARD04+1mTX18yvNHXvLcTobsw8cxTDf8ySKGu5/nvsCUVpVlVu1feAO0MSQ/I5F7pgyk57oyRtU+wLxTx3PXv9aRHTzya2ac24kjNY/z/A+xPeRjlKPYemKJPYa8eRlsWQ6rH6a2zwXEXbgAqrZTZtL5ZfEl9e+z1dWDUanJVNftAV81pQtnULB9CXX9p+FZdCHf9L+STyWP3nWbyJlmz/6o289OVyaf+qze78FNrM8dmEmfbodWKL5vTuJ1v3URcmtFDX/6vxCP1M3jhozerYrLsJ6pvDv250x561TGfOnn7c3WEFK4ha4O9fi7Mr5uPotSR5BrDB58rR52SvC4+IZ0UhLcDAttpjSUecR2kc1xur148LPXFyA5vsEwVV0N6fs2kuGOfJrf8G1PsNjzIvtqTif5mYtJ2V3Cam8KHzkaDxN2TYpja0UN7j4TeHbJYh4LTmCZ11rD2LXmMwgFSfDvZZ8j76g/r35R11nzrNIVyblcXfcrfux8m9PtYbDVoQhXuQK448hMiae8ylf/YaU6Bk38TRARXpw1ivREb/3Qz+FFsw7ql53MkvVWLZH6Hv9BW5azIDSZXLOdRet7M2vHLzhl/zs8N/w1egTHcIHzXSocqeSmpZMU56JrsBzf/N4UBK3hnmXlKWSHChlc/DBZwL8DY3GsK+PUXmmU7vIxP+V+4jOcbLz00Bz2v17ceC3czNMKuHvpp9yY/h5Xr7qY+wM/Qvhx+PP4bW6ng5sn9OGT7d+ysmQXVzlfYqbrZRw0v8F5Q4dPwauorgX/ATwEqHW1bq55t85erjmjkMmDspl2322UmxRWhPt7eLy4JERVTS00rF+z5zNu+Gom1Qm3As3XuD+aTs4A+Y4vWF9VTY/d1lZ/3aSSdFfjFatPzxjJ2i8r8HTJ5tcBa7vG8b4/kSl7mNJlC5MCtXQKVFLlTgnvBxeeBUB6rZ9XQkUsDw2h2DEdtwTZHoh8zjtYe1N//HXlcbtQSTVNE38zTulhrQQ92NM5o0/TK/1+Miy3PvH/bNKZ/O3V95jpern++cfrzmY7Vq/rhF07KXJXUrPqH2wJZYET5tb+lNGF6XSOd7ONdHYF4skRK/FP2LmAXnVPcLvrSfYTz6POi+j3/CLGuh/kEf9MPgwNYtLATDp5m/9rvHJcAVeOK2DVc5uhGGa7XuQ0x3qW+xa1PijGML/yBp509qaTHMCDv75UcUtyu1hDQjNPK6Di3X9w2iuzMdlLEaDW1brkJCJc/wNrDv2qUL9WvdblsT6AqmtqGz9hbxITOIYevyPZGj6r3f0VpY48nvGNosTk8uusxsNH2SnxZNvTCXNT4/m64gAlpgclpgfFvhFMNEJx/DDKHPmt+vlJ9r8DHx4+MSdQazxcWzeD8yP+jeDSojwm9s88bssPq6Zp4m9BnNvJe3PObHYjizGF6Vwyogfj+3VnbO8Mqocu5Om1WzhvaCFep/B8dR3VvgDb99WSXd0JFj/OraEFLO1+GeyxxrynFaZzUmYSc18qZn0on6A42Js/mQ/Lqrhz4gD2VN9BVkocDyXHk/SvW8mQb1nomc+mUA8et7d8bMngkWdC8Ty+6DyMh3ePoaYsgk3hRUh17KePYyse/HxhMukT5hBLcoKbzXdORAQufyeVJP8u/vveuzzh+C09k09u+Q2aMfnkLPq1Ygckj9dK/PtrDruI7rOmUQbdke+G5Emxknmvt6/m1JrbyUjPYFheFwq7Nv9h8tKs0bz2yU7mvLABgKrqalZu2sacwE30z279B+JBrwcHM9P1MpnsOcorwqNJv+PRxB+G7snNz1wREe760YD6x4leF9NGH+rhHSyH27tbEvhHwGL4wtOLQRN+Dk/9k8sLKikqSMPpEJ6dMZL0dSM4YeMaelx4KycnpB5RnKvyyhe498UlXF9+G/mynd7dw0tU3pyB8JsKMvyGD/+8knvHFrT8oia40gsZHficugNVrPL1pDWXQg9eh/gwZF1zKCst5r+hs+ke3/1oLzuqB6a1rnhYXb+LOPOdZK4JHvZBbtdYCnkj7/HHp1mJv8u3n3KOczWjz7quxYVCaYlezjs5i3uWlfDnKf0Z9exAnnruTMoDP+OKU1vX4we4afyJ3LOshIeDk1kSGln/bVOphjTxtyV3PMz+mJ5JWdZS9KKr+eHgqWD3mkfkp0FVf9gIsvEFGH7FEW+RktmT62ddDWVF+A/Ucll+Xvg/3+Ek0Qtrbjsr8t+he3+SP1sGwHlnTY/oLWZNHMLeNzuTW7GKU/3xxJsfRt6eVurUpRulJptvfQZ/MERljd/q0do9fuOJvMeflJHH28EBjHVuYL7772zqNDOs1yV6XXww16pgWZEzlullr3Kp5w3cyf+FVibuq04vZL8vwEMrS+k/cCh3DMtt+UUq5mjib2td8g7dH3/Xkc8PnAqeRDhx4tHfJ2dIdMpMZdrDMj3HIvnjInqLmacVUFVcSNGuDyjyFPNuzpTvrn0tSDJVXO5cwhP/KWPuS9ZCrtI/nIOz4Axud16LKzG8Kp9NcSWl0+em1+Fea3PwvKzWf5NJnTQP/vY67pCv0cYhrXHd2b0Zd2JXhvcMr1S1ij06j7+9EYGTJlnfCNqjrMHW8vkf3Am5wyN+m6QhU/HZ29+NHtDru2pdi+Kp43b3U41WNI/4wwpe29GJ//WNJDHh2FaHdu0cx9aRv2Nb8hDiO0WQuLsPgKlPQt/zrS0QI+B2OjTpq6PSHr9qnZRca/n8sRo5E+++r+H9R5EmNmH/vkhiN4JG6CqHVmLvrvbx4rOPkh3sRnL8sX8I9ZhwLUy4NvI3OOk866bU90R7/Cp6KrdC4EDb/kyni90k051Dib8z+7lbHmSm8+XGi7qU6qA08avo2bwMXMdWWz0SO0wqmbKHZ2eMJIka1sddQWc5wNuhgaTE60Il1fHpUI+KnhtLGu0R21ZKTRb5sp3MtAROd3wEwJrQibweGsw07fGrGKCJX0VPmPvkfteeSZ3F1p17eKuTh0JHGeUmhal1czE4dKhHxYSoJX4RcQJrgW3GmEnRaoeKPU9dM5FgyOB1Org3cCGvBkdg7FFPTfwqFkRzjH82sCmKP1/FKLfTQdxbd8CDQwBhkzlUNjk5QRO/6viikvhFJAc4F4hsJ2iljpUrHipKucX1dP0hkUOFzpTqyKLV478PuBkINXeCiMwQkbUisnbXrl1t1jAVI+zrC5f0dTN1qFXWoJPHFXZdf6WOZ22e+EVkElBujFl3tPOMMQuMMUONMUMzMiJbwahUs3KHAZA04mf0z7GqYLamyqdSx7NofK8dDUwWkXOAOKCziDxpjPlpFNqiYlXWKXB7Obi8HNhm7f9bVKCVLFVsaPPEb4yZA8wBEJFxwI2a9FVUuKw68xcNzWVXlY9fRliqWqnjjV7JUjEvJcHDbef2jXYzlGozUU38xpiVwMpotkEppWKN1upRSqkYo4lfKaVijCZ+pZSKMZr4lVIqxmjiV0qpGKOJXymlYowmfqWUijFijIl2G1okIruAryJ8eTqw+ztsTkekMWqZxig8GqeWtWWMTjDGHFHs7LhI/MdCRNYaY4ZGux3tmcaoZRqj8GicWtYeYqRDPUopFWM08SulVIyJhcS/INoNOA5ojFqmMQqPxqllUY9Rhx/jV0op1Vgs9PiVUko1oIlfKaViTIdO/CIyQURKRGSLiNwS7fZEi4g8JiLlIlLc4FiqiCwXkc/sP7vYx0VEHrBjtl5EBkev5W1HRHJF5E0R+URENorIbPu4xskmInEiskZEPrZj9Dv7eE8RWW3H4lkR8djHvfbjLfbzeVH9BdqQiDhF5EMRecV+3K5i1GETv4g4gb8CE4G+wDQRidVtlhYCEw47dguwwhjTC1hhPwYrXr3s2wzg4TZqY7QFgBuMMX2BkcBV9r8XjdMhPuAMY8zJwCBggoiMBO4G/mKMKQT2AtPt86cDe+3jf7HPixWzgU0NHrevGBljOuQNKAKWNXg8B5gT7XZFMR55QHGDxyVApn0/Eyix7z8CTGvqvFi6Af8BztY4NRufBOADYATWKlSXfbz+/x2wDCiy77vs8yTabW+D2ORgdRLOAF4BpL3FqMP2+IFs4OsGj8vsY8rSzRiz3b6/A+hm34/5uNlft08BVqNxasQewvgIKAeWA6VApTEmYJ/SMA71MbKf3wektWmDo+M+4GYgZD9Oo53FqCMnfhUmY3U3dF4vICKJwPPAtcaYbxs+p3ECY0zQGDMIq1c7HOgT3Ra1LyIyCSg3xqyLdluOpiMn/m1AboPHOfYxZdkpIpkA9p/l9vGYjZuIuLGS/lPGmBfswxqnJhhjKoE3sYYtUkTEZT/VMA71MbKfTwb2tG1L29xoYLKIfAk8gzXccz/tLEYdOfG/D/Syr6Z7gJ8Ai6PcpvZkMXCZff8yrDHtg8cvtWetjAT2NRjq6LBERIBHgU3GmHsbPKVxsolIhoik2Pfjsa6BbML6AJhin3Z4jA7Gbgrwhv2tqcMyxswxxuQYY/Kwcs4bxphLaG8xivaFkO/5Iss5wGasccjbot2eKMbhaWA74McaX5yONY64AvgMeB1Itc8VrNlQpcAGYGi0299GMRqDNYyzHvjIvp2jcWoUo4HAh3aMioHf2MfzgTXAFuDfgNc+Hmc/3mI/nx/t36GN4zUOeKU9xkhLNiilVIzpyEM9SimlmqCJXymlYowmfqWUijGa+JVSKsZo4ldKqRijiV+pBkQkTUQ+sm87RGSbfb9aRB6KdvuU+i7odE6lmiEi84BqY8yfo90Wpb5L2uNXKgwiMq5BbfV5IvJPEXlHRL4SkQtEZL6IbBCRpXbpB0RkiIi8JSLrRGTZwdIPSkWbJn6lIlOAVYdlMvAk8KYxZgBwADjXTv4PAlOMMUOAx4C7otVYpRpytXyKUqoJrxpj/CKyAXACS+3jG7D2PjgR6A8st8oA4cQqm6FU1GniVyoyPgBjTEhE/ObQxbIQ1v8rATYaY4qi1UClmqNDPUp9P0qADBEpAqvks4j0i3KblAI08Sv1vTDG1GGV2b1bRD7GqvY5KqqNUsqm0zmVUirGaI9fKaVijCZ+pZSKMZr4lVIqxmjiV0qpGKOJXymlYowmfqWUijGa+JVSKsb8Pz7slALtN0aQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(proposed_method_office[4],label=\"actual\")\n",
    "plt.plot(proposed_method_office[3],label=\"predictions\",linestyle='dashed')\n",
    "plt.title('Office Building') \n",
    "    \n",
    "plt.legend()\n",
    "plt.xlabel('Time') \n",
    "plt.ylabel('kW')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'kW')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(proposed_method_primclass[4],label=\"actual\")\n",
    "plt.plot(proposed_method_primclass[3],label=\"predictions\",linestyle='dashed')\n",
    "plt.title('Primary Classroom Building') \n",
    "    \n",
    "plt.legend()\n",
    "plt.xlabel('Time') \n",
    "plt.ylabel('kW')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
